suppressPackageStartupMessages({
library(tidyverse)
library(scran)
library(scater)
library(patchwork)
})
Reading the data
d1_a <- readRDS("intermediate_files/D1/sce_donor1.Rds")
sce_counts <- rbind(counts(d1_a), counts(altExp(d1_a)))
sce_logcounts <- rbind(logcounts(d1_a), logcounts(altExp(d1_a)))
sce_d1_a <- SingleCellExperiment(assays = list(counts = sce_counts, logcounts = sce_logcounts), colData = colData(d1_a))
d2_a <- readRDS("intermediate_files/D2/sce_donor2.Rds")
sce_counts <- rbind(counts(d2_a), counts(altExp(d2_a)))
sce_logcounts <- rbind(logcounts(d2_a), logcounts(altExp(d2_a)))
sce_d2_a <- SingleCellExperiment(assays = list(counts = sce_counts, logcounts = sce_logcounts), colData = colData(d2_a))
sce_d1_a$condition <- gsub("NT", "NT-NK", sce_d1_a$condition)
sce_d1_a$condition <- gsub("CAR", "CAR33-NK", sce_d1_a$condition)
sce_d1_a$condition <- gsub("KO", "KLRC1.ko-NK", sce_d1_a$condition)
sce_d1_a$condition <- gsub("CAR33-NKKLRC1.ko-NK", "CAR33-KLRC1.ko-NK", sce_d1_a$condition)
sce_d1_a$condition <- factor(sce_d1_a$condition, levels = c("NT-NK", "KLRC1.ko-NK", "CAR33-NK", "CAR33-KLRC1.ko-NK"))
sce_d2_a$condition <- gsub("NT", "NT-NK", sce_d2_a$condition)
sce_d2_a$condition <- gsub("CAR", "CAR33-NK", sce_d2_a$condition)
sce_d2_a$condition <- gsub("KO", "KLRC1.ko-NK", sce_d2_a$condition)
sce_d2_a$condition <- gsub("CAR33-NKKLRC1.ko-NK", "CAR33-KLRC1.ko-NK", sce_d2_a$condition)
sce_d2_a$condition <- factor(sce_d2_a$condition, levels = c("NT-NK", "KLRC1.ko-NK", "CAR33-NK", "CAR33-KLRC1.ko-NK"))
set.seed(42L)
sce_d1 <- sce_d1_a[,colData(sce_d1_a)$group == "AfterCoc"]
sce_d1 <- runPCA(sce_d1, ncomponents=20)
sce_d1 <- runTSNE(sce_d1, dimred="PCA")
snn_graph <- buildSNNGraph(sce_d1, k=50, use.dimred='PCA')
igraph_clusters <- igraph::cluster_louvain(snn_graph)$membership
sce_d1$igraph_lbls <- as.factor(igraph_clusters)
p1 <- plotTSNE(sce_d1, colour_by="igraph_lbls", other_fields = c("condition")) +
facet_wrap(~condition) +
scale_color_manual(values = c("green", "orange", "purple", "navy", "cyan", "maroon")) +
theme_bw() +
theme(strip.text.x = element_text(size = 12), legend.position="bottom", legend.text = element_text(size=10)) +
guides(colour = guide_legend(nrow = 1)) +
labs(color = "cluster")
## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
p1
ggsave("fig5c.tiff", p1, height = 4, width = 4)
ggsave("fig5c.pdf", p1, height = 4, width = 4)
p2 <- as.data.frame(colData(sce_d1)) %>%
group_by(condition, igraph_lbls) %>%
summarize(n = n()) %>%
group_by(condition) %>%
mutate(freq = n / sum(n)) %>%
ggplot(aes(x = igraph_lbls, y=freq, fill = condition)) +
geom_col(position = "dodge", color = "black") +
scale_fill_manual(values = c("#a0a0a3", "#90bff9", "#f2b77d", "#ff8080")) +
labs(x = "cluster", y = "condition relative abundance")+
theme_bw() +
theme(legend.position="bottom", legend.text = element_text(size=10)) +
guides(colour = guide_legend(nrow = 1))
## `summarise()` has grouped output by 'condition'. You can override using the
## `.groups` argument.
p2
ggsave("fig5e.tiff", p2, height = 4, width = 6)
ggsave("fig5e.pdf", p2, height = 4, width = 6)
m <- scoreMarkers(sce_d1, groups = colData(sce_d1)$igraph_lbls)
as.data.frame(m[1]) %>%
arrange(desc(mean.AUC))
## group group_name self.average
## CSF2 1 1 5.2331073918
## CCL4 1 1 7.7950963728
## EGR3 1 1 2.5353593134
## XCL1 1 1 2.0535921625
## CCL3 1 1 5.5174847949
## DUSP2 1 1 3.2695030676
## IER3 1 1 1.9728707425
## ICAM1 1 1 2.7259893454
## TNF 1 1 4.0149343882
## IFNG 1 1 2.7491748038
## BCL2A1 1 1 1.4521149210
## MYC 1 1 2.3055738426
## CCL1 1 1 2.9371071860
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1 1 0.8825132707
## GZMB 1 1 6.2178279962
## IRF8 1 1 3.2748549236
## NAMPT 1 1 1.1887076363
## CD4.SK3.CD4.AHS0032.pAbO 1 1 0.1875472910
## BIRC3 1 1 2.3626464235
## CD18.ITGB2.AHS0091.pAbO 1 1 3.1833659217
## TBX21 1 1 2.0455003738
## CD2.CD2.AHS0029.pAbO 1 1 2.9539064892
## EGR1 1 1 1.5109937847
## SEMA7A 1 1 0.5822659961
## LTA 1 1 1.1712631395
## CD69.CD69.AHS0010.pAbO 1 1 2.4272393045
## FOSB 1 1 0.5519000993
## FN1 1 1 0.6754924528
## CD19.SJ25C1.CD19.AHS0030.pAbO 1 1 0.2631484855
## IRF4 1 1 0.5938814415
## CD70 1 1 1.5785032650
## FASLG 1 1 0.7768251538
## ZBED2 1 1 0.3648338249
## CD26.DPP4.AHS0109.pAbO 1 1 3.3621016629
## CD38.HIT2.CD38.AHS0022.pAbO 1 1 1.6790837994
## IL2RA 1 1 2.1178197989
## LIF 1 1 1.1236815254
## CD226.CD226.AHS0079.pAbO 1 1 0.9202734799
## CD69 1 1 2.0699800186
## TNFRSF8 1 1 0.4509430882
## Tim3.HAVCR2.AHS0016.pAbO 1 1 2.5038173306
## TNFSF14 1 1 1.5475092118
## IL13 1 1 0.5190252530
## LAIR2 1 1 0.5611730037
## JUNB 1 1 0.2910330069
## FOSL1 1 1 0.1799636965
## ITK 1 1 1.5776762511
## BACH2 1 1 0.2830796588
## TNFRSF1B 1 1 2.0004788663
## STAT5A 1 1 0.8748858092
## CD80 1 1 0.2398362654
## CD39.ENTPD1.AHS0006.pAbO 1 1 1.6966606221
## CD7.CD7.AHS0043.pAbO 1 1 3.5531561364
## CD152.CTLA4.AHS0017.pAbO 1 1 0.9331140302
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 1 1 0.6116741161
## JUN 1 1 0.4948805992
## IL12RB2 1 1 0.9125389788
## YBX3 1 1 0.3339666155
## IL1RN 1 1 0.1395607719
## HLA.DRA 1 1 1.0437607045
## HLA.DRB3 1 1 0.5338849048
## IL3RA 1 1 0.1792034551
## DUSP4 1 1 1.7624262598
## IL3 1 1 0.2215009950
## KLRC3 1 1 0.6283903503
## FTH1 1 1 0.1649183731
## IgM.IGHM.AHS0198.pAbO 1 1 0.2502218730
## PYCR1 1 1 0.1948391214
## CD25.2A3.IL2RA.AHS0026.pAbO 1 1 0.1689733651
## CLEC2D 1 1 0.1395099971
## TK1 1 1 0.7641923163
## CD72 1 1 0.0557865358
## UBE2C 1 1 0.5058799218
## CD274 1 1 0.0476602701
## TIGIT 1 1 0.9043182367
## TNFRSF9 1 1 0.0285412937
## CD14.MPHIP9.CD14.AHS0037.pAbO 1 1 0.1330145169
## CD9 1 1 0.2980501378
## HLA.DPB1 1 1 0.7023299362
## IL15RA 1 1 0.3157856084
## TYMS 1 1 1.6216255644
## GATA3 1 1 0.0414549681
## CTLA4 1 1 0.0283057028
## CD314.KLRK1.AHS0065.pAbO 1 1 1.4094039125
## CD3D 1 1 0.1177948494
## LAMP3 1 1 0.0264779729
## KIAA0101 1 1 0.9408066327
## AIM2 1 1 0.0266426774
## CCNB1 1 1 0.3706513766
## IL1B 1 1 0.0202406892
## IER5 1 1 0.0320569985
## POU2AF1 1 1 0.0102090614
## CD27.L128.CD27.AHS0249.pAbO 1 1 0.0627528873
## CD40LG 1 1 0.1644639572
## AURKB 1 1 0.5674318803
## CXCL16 1 1 0.0288000855
## FOXP1 1 1 0.1451354474
## TCF7 1 1 0.0098318653
## IL4 1 1 0.0172715889
## CD40.CD40.AHS0117.pAbO 1 1 0.0087680403
## B3GAT1 1 1 0.0144297857
## CXCL8 1 1 0.0169034656
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 1 1 0.2368015053
## TNFRSF4 1 1 0.0170132442
## MCM4 1 1 0.6869098083
## IL1RL1 1 1 0.0566241444
## IL6 1 1 0.0321014691
## CD5.UCHT2.CD5.AHS0047.pAbO 1 1 0.1162697812
## SLAMF1 1 1 0.0068848841
## CD86 1 1 0.1040614683
## CD200 1 1 0.0033794071
## LILRB4 1 1 0.0045717716
## LAG3 1 1 0.0323827216
## IL6R 1 1 0.0021773262
## TGFBI 1 1 0.0078539739
## QPCT 1 1 0.1051077166
## IL2 1 1 0.0051351369
## HAVCR2 1 1 2.6486858779
## CD79A 1 1 0.0069276470
## MGST1 1 1 0.0546084743
## SLC25A37 1 1 0.0188278657
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 1 1 0.0756973245
## CD215.IL15RA.AHS0212.pAbO 1 1 0.7213246887
## ADGRE1 1 1 0.0046239090
## CD3G 1 1 0.0028146417
## SLC7A7 1 1 0.0019617332
## CLEC4D 1 1 0.0007180273
## IL12A 1 1 0.0010346758
## CCL22 1 1 0.0009274840
## IL1R2 1 1 0.0006145892
## S100A9 1 1 0.0011333923
## IL5 1 1 0.0022433101
## BCL6 1 1 0.0111380403
## VMO1 1 1 0.0030760278
## CD127.IL7R.AHS0028.pAbO 1 1 0.3655611219
## CCL2 1 1 0.0011238824
## EPX 1 1 0.0001794597
## IL22 1 1 0.0012763813
## LRRC32 1 1 0.0002541254
## CXCL3 1 1 0.0005269680
## SPP1 1 1 0.0002283866
## CLEC4E 1 1 0.0001065388
## PI3 1 1 0.0002969448
## CD24 1 1 0.0019657750
## KCNE3 1 1 0.0001660692
## CD28 1 1 0.0006707368
## GZMM 1 1 0.0006863061
## ALAS2 1 1 0.0000000000
## APOE 1 1 0.0000000000
## AQP9 1 1 0.0000000000
## AZU1 1 1 0.0000000000
## BLK 1 1 0.0000000000
## BLNK 1 1 0.0000000000
## BPI 1 1 0.0000000000
## C1QA 1 1 0.0000000000
## C1QB 1 1 0.0000000000
## CCL13 1 1 0.0000000000
## CCL17 1 1 0.0000000000
## CCL19 1 1 0.0000000000
## CCR9 1 1 0.0000000000
## CD1B 1 1 0.0000000000
## CD209 1 1 0.0000000000
## CD22 1 1 0.0000000000
## CD34 1 1 0.0000000000
## CEACAM8 1 1 0.0000000000
## CHI3L1 1 1 0.0000000000
## CLC 1 1 0.0000000000
## CLEC10A 1 1 0.0000000000
## CPA3 1 1 0.0000000000
## CXCL11 1 1 0.0000000000
## CXCL13 1 1 0.0000000000
## CXCL9 1 1 0.0000000000
## DEFA3 1 1 0.0000000000
## DEFA4 1 1 0.0000000000
## EBF1 1 1 0.0000000000
## ELANE 1 1 0.0000000000
## F13A1 1 1 0.0000000000
## FCER1A 1 1 0.0000000000
## FCER2 1 1 0.0000000000
## FCN1 1 1 0.0000000000
## GHR 1 1 0.0000000000
## IGHD_membrane 1 1 0.0000000000
## IGHE_secreted 1 1 0.0000000000
## IGHG1_membrane 1 1 0.0000000000
## IGHG2_secreted 1 1 0.0000000000
## IGHG4_secreted 1 1 0.0000000000
## IGLC3 1 1 0.0000000000
## IL17A 1 1 0.0000000000
## IL17F 1 1 0.0000000000
## IL21 1 1 0.0000000000
## IL25 1 1 0.0000000000
## IL31 1 1 0.0000000000
## IL33 1 1 0.0000000000
## IL9 1 1 0.0000000000
## MME 1 1 0.0000000000
## MMP12 1 1 0.0000000000
## S100A12 1 1 0.0000000000
## TCL1A 1 1 0.0000000000
## TLR8 1 1 0.0000000000
## TNFRSF17 1 1 0.0000000000
## VPREB3 1 1 0.0000000000
## AOC3 1 1 0.0000000000
## CMKLR1 1 1 0.0012102570
## ARG1 1 1 0.0000000000
## CD36 1 1 0.0000000000
## CNTNAP3 1 1 0.0000000000
## FLT3 1 1 0.0000000000
## IGHG1_secreted 1 1 0.0000000000
## IGHG3_secreted 1 1 0.0000000000
## RNASE2 1 1 0.0000000000
## CXCL2 1 1 0.0000000000
## MS4A1 1 1 0.0000000000
## TREM1 1 1 0.0009300543
## CCR4 1 1 0.0000000000
## IFNA1 1 1 0.0000000000
## CD5 1 1 0.0016334783
## CD163 1 1 0.0000000000
## CD4 1 1 0.0008700341
## BTLA 1 1 0.0000000000
## CTSG 1 1 0.0018261772
## CD40 1 1 0.0007553132
## MMP9 1 1 0.0000000000
## F5 1 1 0.0001684392
## CR2 1 1 0.0000000000
## CD1C 1 1 0.0000000000
## CXCL10 1 1 0.0001634476
## CXCR2 1 1 0.0007338176
## IGHM_membrane 1 1 0.0005286232
## MITF 1 1 0.0000000000
## JCHAIN 1 1 0.0000000000
## CD1A 1 1 0.0044330076
## IGHM_secreted 1 1 0.0000000000
## THBD 1 1 0.0000000000
## TLR2 1 1 0.0010227313
## TPSAB1 1 1 0.0014149305
## VSIG4 1 1 0.0001921613
## FAM129C 1 1 0.0000000000
## CXCL1 1 1 0.0000000000
## ZAP70 1 1 0.0647319093
## CD8.SK1.CD8A.AHS0228.pAbO 1 1 1.0391692230
## PDCD1 1 1 0.0010158071
## TNFRSF13C 1 1 0.0002267180
## TNFRSF18 1 1 0.0326160468
## TOP2A 1 1 0.7177231340
## PAX5 1 1 0.0089680045
## CCR10 1 1 0.0000000000
## LY86 1 1 0.0042414706
## CD8B 1 1 0.0027729597
## CD27 1 1 0.0030424663
## NT5E 1 1 0.0032814919
## CXCR1 1 1 0.0005670380
## FOXP3 1 1 0.0358073948
## CD22.CD22.AHS0195.pAbO 1 1 0.2171553438
## PECAM1 1 1 0.4237102454
## CSF3 1 1 0.0001566069
## CMTM2 1 1 0.0107643371
## CCR7 1 1 0.0023768852
## TGFB3 1 1 0.0035224885
## TLR7 1 1 0.0010969678
## MKI67 1 1 0.1800605501
## CHI3L2 1 1 0.0094929432
## CXCR5 1 1 0.0099572401
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 1 1 3.1712397082
## TLR9 1 1 0.0019673675
## CD14 1 1 0.0041244309
## CD103.ITGAE.AHS0001.pAbO 1 1 0.0268971456
## CD95.FAS.AHS0023.pAbO 1 1 2.9907402557
## IGKC 1 1 0.0404068156
## CCR3 1 1 0.0024723616
## CCL20 1 1 0.0013625546
## CD3.SK7.CD3E.AHS0033.pAbO 1 1 0.0842909465
## LTB 1 1 0.0304877635
## TCF4 1 1 0.0132316266
## STAT6 1 1 0.1258790334
## CX3CR1 1 1 0.0198077537
## CD6 1 1 0.0265442185
## RNASE6 1 1 0.0195523200
## RGS1 1 1 0.9480715696
## NRP1 1 1 0.0311810485
## PMCH 1 1 0.0515605062
## HLA.DQA1 1 1 1.1333189812
## SELL 1 1 0.0514083235
## IL15 1 1 0.0786597580
## HLA.DPA1 1 1 1.3576619013
## FUT4 1 1 0.0580562399
## HMMR 1 1 0.2058343076
## KLRC4 1 1 0.0713686655
## CD28.CD28.2.CD28.AHS0024.pAbO 1 1 0.0608298010
## PTGDR2 1 1 0.0222847060
## S1PR1 1 1 0.0664456337
## IGHA1_secreted 1 1 0.0051137753
## SNCA 1 1 0.0291428088
## MZB1 1 1 0.5939634857
## TNFRSF25 1 1 0.0019964361
## ICOS 1 1 0.3723841597
## MCM2 1 1 0.8170418959
## TNFSF13B 1 1 0.0499077569
## THBS1 1 1 0.0235236316
## CD1D.CD1D.AHS0219.pAbO 1 1 0.3738422303
## RORC 1 1 0.0566792235
## BCL11B 1 1 0.1158132019
## CD160 1 1 0.0251973721
## TNFSF13 1 1 0.0554425727
## CD34.581.CD34.AHS0061.pAbO 1 1 0.1915852402
## IL9R 1 1 0.0306327979
## PTTG2 1 1 0.2529992647
## PASK 1 1 0.1637859539
## KDELR1 1 1 0.0904578952
## IKZF2 1 1 0.0402313587
## KLRG1 1 1 0.0132296625
## CD79B 1 1 0.0270860300
## VEGFA 1 1 0.3683371587
## IL7R 1 1 0.0200604552
## TSPAN32 1 1 0.1042762822
## EOMES 1 1 0.0925614524
## ZNF683 1 1 0.0856216297
## CCR8 1 1 0.0196275300
## CD94.KLRD1.AHS0085.pAbO 1 1 1.7607314650
## NCAM1 1 1 0.1581153915
## CCR7.CCR7.AHS0273.pAbO 1 1 0.1892852711
## FAS 1 1 0.5051481427
## ITGAX 1 1 1.9057338989
## CD38 1 1 0.1378626000
## RORA 1 1 0.0708289684
## TNFSF8 1 1 0.0587784294
## CX3CR1.CX3CR1.AHS0125.pAbO 1 1 0.1403877066
## TMEM97 1 1 0.3762437599
## FBXO22 1 1 0.2100519207
## CD45RO.PTPRC.AHS0036.pAbO 1 1 0.4018186809
## GIMAP7 1 1 0.0145676467
## FOXO1 1 1 0.0795296053
## IgG.IGHG1_2_3_4.AHS0059.pAbO 1 1 1.1002554843
## CD44 1 1 1.8791247128
## FOXO3 1 1 0.0947004815
## KIR2DL1 1 1 1.5568618084
## LEF1 1 1 0.4521177792
## OAS1 1 1 0.1568381513
## HLA.DMA 1 1 0.6913922067
## CD45RA.HI100.PTPRC.AHS0009.pAbO 1 1 0.6665953310
## TRAT1 1 1 0.1286188769
## CD8A 1 1 1.0283594772
## PSEN1 1 1 0.1815881021
## HLA.DMB 1 1 0.4672613324
## GAB2 1 1 0.2307301837
## C10orf54 1 1 1.3306159050
## TARP_refseq 1 1 1.5306969129
## CD81.CD81.AHS0021.pAbO 1 1 2.4559350020
## IL18 1 1 0.0990835967
## FAM65B 1 1 0.0990738583
## HLA.DQB1 1 1 0.3961708352
## CBLB 1 1 0.5150130186
## LGALS9 1 1 0.1902533491
## CNOT2 1 1 0.8652193979
## PRDM1 1 1 1.0456148104
## CD33 1 1 0.1696800687
## ZBTB16 1 1 0.3383773821
## CCR2 1 1 0.0580420458
## IL12RB1 1 1 0.3441000080
## CXCR6 1 1 0.5041558908
## HMGB2 1 1 1.0546272614
## ANXA5 1 1 1.9436318849
## IL18RAP 1 1 0.6661246543
## CD279.EH12.1.PDCD1.AHS0014.pAbO 1 1 0.2900073416
## TGFB1 1 1 0.4689246015
## DUSP1 1 1 0.2207764569
## LGALS3 1 1 0.3043547341
## CXCL5 1 1 0.4951577284
## GZMH 1 1 0.5524217740
## KLRC1 1 1 2.8788400856
## PCNA 1 1 1.4239692178
## CD161.DX12.KLRB1.AHS0002.pAbO 1 1 0.3459861753
## ITGAE 1 1 0.5607613787
## CD74 1 1 3.7928855623
## IL18R1 1 1 0.6843643920
## CD300A 1 1 1.5867150827
## GNLY 1 1 7.1069031590
## STAT1 1 1 0.4727774484
## CTSD 1 1 0.6247403780
## CD247 1 1 1.0173248458
## VNN2 1 1 0.4135836083
## PDIA4 1 1 0.7368477305
## ITGA4 1 1 0.3010914708
## CD102.ICAM2.AHS0155.pAbO 1 1 0.3885728919
## DPP4 1 1 0.5212089348
## CD33.WM53.CD33.AHS0044.pAbO 1 1 0.3205604612
## FYN 1 1 2.3068159428
## NINJ2 1 1 0.6606606011
## TRAC 1 1 0.4247920757
## STAT3 1 1 0.6682801041
## IGBP1 1 1 0.5594376891
## ADA 1 1 0.7829946525
## IFITM3 1 1 1.2933484665
## ITGAM 1 1 0.8933191502
## ADGRG3 1 1 0.3567809708
## XBP1 1 1 2.2097986200
## TIAF1 1 1 0.3909887266
## CCR1 1 1 0.3182588038
## GZMA 1 1 5.2357560253
## ENTPD1 1 1 0.6645873947
## PIK3AP1 1 1 1.1640208552
## IFNGR1 1 1 0.5477947514
## ATF6B 1 1 0.5735825860
## FYB 1 1 0.4104377328
## CD7 1 1 0.8187036579
## ITGB2 1 1 2.8057089298
## GLG1 1 1 0.3865763772
## KLRF1 1 1 1.0300050730
## PDIA6 1 1 1.8265562786
## SPOCK2 1 1 0.2380404735
## TRDC 1 1 2.0102535213
## TRIB2 1 1 0.5132627424
## FCGR3A 1 1 1.7480301395
## LIPA 1 1 0.6036602827
## GAPDH 1 1 5.8360397826
## LAP3 1 1 1.1830109859
## KIT 1 1 0.4576566563
## CST7 1 1 2.6435995155
## CD2 1 1 2.8229603484
## STAT4 1 1 1.4002624276
## CCR5 1 1 0.4962598991
## CCL5 1 1 3.1341242958
## BTG1 1 1 3.0385772504
## LYN 1 1 1.0188369506
## APOBEC3G 1 1 3.0356899262
## CD52 1 1 4.1701405020
## LGALS1 1 1 5.0739737034
## CCR6 1 1 0.2642338976
## LAT 1 1 0.5063234861
## IFITM2 1 1 1.8000964567
## GZMK 1 1 1.5591278101
## CXCR3 1 1 1.7816300103
## BCL2 1 1 0.6908897794
## TNFSF10 1 1 2.9644075479
## CD244 1 1 0.7704863810
## GNAI2 1 1 1.0887767737
## RPN2 1 1 1.8882718315
## GIMAP5 1 1 0.3771010261
## IL32 1 1 4.6565707483
## IKZF1 1 1 0.8137460783
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 1 1 0.3447423300
## S100A10 1 1 2.5340989702
## VPS28 1 1 0.8642278882
## ITGAL 1 1 1.2123377303
## NCR3 1 1 1.5568549747
## GIMAP2 1 1 0.3022492545
## CASP5 1 1 0.8530538925
## IL4R 1 1 2.0060681950
## LAT2 1 1 1.1591150134
## IL23R 1 1 0.9078146419
## CASP3 1 1 1.1333841473
## LCK 1 1 1.9226089145
## CD48 1 1 2.7744425236
## KLRK1 1 1 1.7156940152
## IL2RB 1 1 4.3450459539
## CD3E 1 1 2.4562245456
## NKG7 1 1 5.3622375561
## PIK3IP1 1 1 0.2286583485
## FCER1G 1 1 3.5390542530
## RUNX3 1 1 2.4851539216
## CCND2 1 1 2.8727555703
## BIN2 1 1 1.0966696314
## CD335.NCR1.AHS0068.pAbO 1 1 0.8181682965
## PTPRC 1 1 2.1050443649
## KLRB1 1 1 1.8026761162
## BAX 1 1 1.4606845663
## CTSW 1 1 4.6619167136
## TXK 1 1 0.9194675442
## DOCK8 1 1 1.3673957973
## CD37 1 1 1.4877635683
## TRBC2 1 1 2.8536399046
## LAMP1 1 1 1.8722022172
## ARL4C 1 1 0.9864903845
## PRF1 1 1 4.7786718568
## CXCR4 1 1 0.7987418612
## CD63 1 1 3.6864515566
## HLA.A 1 1 5.0780036605
## HLA.C 1 1 5.9408745831
## SELPLG 1 1 1.3498841006
## other.average self.detected
## CSF2 1.727846e+00 0.9931428571
## CCL4 4.613061e+00 0.9997142857
## EGR3 6.094931e-01 0.8865714286
## XCL1 6.887974e-01 0.8862857143
## CCL3 3.228130e+00 0.9917142857
## DUSP2 1.566110e+00 0.9600000000
## IER3 7.370267e-01 0.8848571429
## ICAM1 1.438504e+00 0.9465714286
## TNF 2.465202e+00 0.9885714286
## IFNG 8.107179e-01 0.8148571429
## BCL2A1 5.180470e-01 0.7537142857
## MYC 1.173015e+00 0.8980000000
## CCL1 7.580079e-01 0.7445714286
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 5.440469e-01 0.9928571429
## GZMB 5.392470e+00 1.0000000000
## IRF8 2.522717e+00 0.9814285714
## NAMPT 5.809458e-01 0.7371428571
## CD4.SK3.CD4.AHS0032.pAbO 8.574497e-02 0.7391428571
## BIRC3 1.559849e+00 0.9282857143
## CD18.ITGB2.AHS0091.pAbO 2.748043e+00 1.0000000000
## TBX21 1.385799e+00 0.9302857143
## CD2.CD2.AHS0029.pAbO 2.506536e+00 1.0000000000
## EGR1 7.340993e-01 0.6488571429
## SEMA7A 2.827436e-01 0.5368571429
## LTA 6.095178e-01 0.6131428571
## CD69.CD69.AHS0010.pAbO 2.150488e+00 1.0000000000
## FOSB 2.346220e-01 0.3940000000
## FN1 3.481500e-01 0.4548571429
## CD19.SJ25C1.CD19.AHS0030.pAbO 1.986297e-01 0.8774285714
## IRF4 2.848514e-01 0.4148571429
## CD70 1.145833e+00 0.7568571429
## FASLG 5.256685e-01 0.6542857143
## ZBED2 8.529756e-02 0.2654285714
## CD26.DPP4.AHS0109.pAbO 3.187950e+00 1.0000000000
## CD38.HIT2.CD38.AHS0022.pAbO 1.465192e+00 1.0000000000
## IL2RA 1.747512e+00 0.9257142857
## LIF 7.667961e-01 0.6202857143
## CD226.CD226.AHS0079.pAbO 7.977455e-01 0.9965714286
## CD69 1.600186e+00 0.8568571429
## TNFRSF8 2.496448e-01 0.3377142857
## Tim3.HAVCR2.AHS0016.pAbO 2.335033e+00 1.0000000000
## TNFSF14 1.256286e+00 0.8640000000
## IL13 1.251491e-01 0.2262857143
## LAIR2 3.721258e-01 0.4040000000
## JUNB 1.791825e-01 0.3202857143
## FOSL1 6.183176e-02 0.2091428571
## ITK 1.339245e+00 0.9071428571
## BACH2 1.870273e-01 0.3008571429
## TNFRSF1B 1.769529e+00 0.9522857143
## STAT5A 6.773043e-01 0.6434285714
## CD80 1.682169e-01 0.2694285714
## CD39.ENTPD1.AHS0006.pAbO 1.585913e+00 0.9971428571
## CD7.CD7.AHS0043.pAbO 3.422637e+00 1.0000000000
## CD152.CTLA4.AHS0017.pAbO 8.993464e-01 0.9997142857
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 5.747948e-01 0.9925714286
## JUN 4.401348e-01 0.4580000000
## IL12RB2 8.277022e-01 0.6937142857
## YBX3 3.012459e-01 0.3537142857
## IL1RN 5.832153e-02 0.1271428571
## HLA.DRA 9.893456e-01 0.6380000000
## HLA.DRB3 5.117532e-01 0.4660000000
## IL3RA 1.360843e-01 0.1734285714
## DUSP4 1.616954e+00 0.8908571429
## IL3 4.415281e-02 0.0957142857
## KLRC3 6.153956e-01 0.5262857143
## FTH1 1.474609e-01 0.2011428571
## IgM.IGHM.AHS0198.pAbO 2.313647e-01 0.9240000000
## PYCR1 1.855516e-01 0.2220000000
## CD25.2A3.IL2RA.AHS0026.pAbO 1.869713e-01 0.7265714286
## CLEC2D 1.254211e-01 0.1642857143
## TK1 7.928468e-01 0.4628571429
## CD72 4.180847e-02 0.0760000000
## UBE2C 5.857668e-01 0.3400000000
## CD274 3.237874e-02 0.0648571429
## TIGIT 9.153259e-01 0.6617142857
## TNFRSF9 1.039333e-02 0.0382857143
## CD14.MPHIP9.CD14.AHS0037.pAbO 1.301163e-01 0.7988571429
## CD9 2.860122e-01 0.2162857143
## HLA.DPB1 7.500547e-01 0.5737142857
## IL15RA 3.489279e-01 0.3600000000
## TYMS 1.645845e+00 0.7354285714
## GATA3 3.813847e-02 0.0542857143
## CTLA4 1.687739e-02 0.0302857143
## CD314.KLRK1.AHS0065.pAbO 1.402748e+00 0.9994285714
## CD3D 1.077617e-01 0.0665714286
## LAMP3 2.033508e-02 0.0340000000
## KIAA0101 1.015778e+00 0.5411428571
## AIM2 2.093206e-02 0.0348571429
## CCNB1 4.648578e-01 0.3057142857
## IL1B 3.038459e-03 0.0154285714
## IER5 3.717479e-02 0.0462857143
## POU2AF1 7.123871e-04 0.0114285714
## CD27.L128.CD27.AHS0249.pAbO 6.492699e-02 0.5202857143
## CD40LG 1.675281e-01 0.1248571429
## AURKB 6.826155e-01 0.3757142857
## CXCL16 3.218288e-02 0.0365714286
## FOXP1 1.820943e-01 0.1797142857
## TCF7 8.886304e-03 0.0140000000
## IL4 2.844270e-03 0.0080000000
## CD40.CD40.AHS0117.pAbO 9.044960e-03 0.1054285714
## B3GAT1 1.014472e-02 0.0134285714
## CXCL8 6.386098e-03 0.0085714286
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 2.367175e-01 0.9354285714
## TNFRSF4 1.787690e-02 0.0225714286
## MCM4 7.685000e-01 0.5217142857
## IL1RL1 6.881069e-02 0.0711428571
## IL6 2.891464e-02 0.0277142857
## CD5.UCHT2.CD5.AHS0047.pAbO 1.171108e-01 0.7322857143
## SLAMF1 5.645528e-03 0.0100000000
## CD86 1.323629e-01 0.1102857143
## CD200 6.423954e-05 0.0037142857
## LILRB4 2.590369e-03 0.0060000000
## LAG3 4.314878e-02 0.0357142857
## IL6R 4.337418e-04 0.0034285714
## TGFBI 9.756522e-03 0.0111428571
## QPCT 1.292480e-01 0.1108571429
## IL2 1.209756e-03 0.0037142857
## HAVCR2 2.609993e+00 0.9854285714
## CD79A 5.996064e-03 0.0077142857
## MGST1 7.313136e-02 0.0580000000
## SLC25A37 2.579448e-02 0.0271428571
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 7.769167e-02 0.6020000000
## CD215.IL15RA.AHS0212.pAbO 7.223711e-01 0.9991428571
## ADGRE1 4.335669e-03 0.0054285714
## CD3G 2.205296e-03 0.0031428571
## SLC7A7 1.491974e-03 0.0028571429
## CLEC4D 8.073317e-05 0.0011428571
## IL12A 7.492550e-04 0.0017142857
## CCL22 1.106714e-04 0.0011428571
## IL1R2 0.000000e+00 0.0008571429
## S100A9 8.682960e-04 0.0017142857
## IL5 5.742637e-04 0.0011428571
## BCL6 1.483664e-02 0.0142857143
## VMO1 3.778203e-03 0.0040000000
## CD127.IL7R.AHS0028.pAbO 3.704637e-01 0.9737142857
## CCL2 7.487278e-04 0.0008571429
## EPX 0.000000e+00 0.0002857143
## IL22 0.000000e+00 0.0002857143
## LRRC32 0.000000e+00 0.0002857143
## CXCL3 2.852391e-05 0.0002857143
## SPP1 2.483321e-05 0.0002857143
## CLEC4E 6.426342e-05 0.0002857143
## PI3 1.196207e-04 0.0002857143
## CD24 2.423071e-03 0.0025714286
## KCNE3 1.589167e-04 0.0002857143
## CD28 8.670844e-04 0.0008571429
## GZMM 1.031847e-03 0.0008571429
## ALAS2 0.000000e+00 0.0000000000
## APOE 0.000000e+00 0.0000000000
## AQP9 0.000000e+00 0.0000000000
## AZU1 0.000000e+00 0.0000000000
## BLK 0.000000e+00 0.0000000000
## BLNK 0.000000e+00 0.0000000000
## BPI 0.000000e+00 0.0000000000
## C1QA 0.000000e+00 0.0000000000
## C1QB 0.000000e+00 0.0000000000
## CCL13 0.000000e+00 0.0000000000
## CCL17 0.000000e+00 0.0000000000
## CCL19 0.000000e+00 0.0000000000
## CCR9 0.000000e+00 0.0000000000
## CD1B 0.000000e+00 0.0000000000
## CD209 0.000000e+00 0.0000000000
## CD22 0.000000e+00 0.0000000000
## CD34 0.000000e+00 0.0000000000
## CEACAM8 0.000000e+00 0.0000000000
## CHI3L1 0.000000e+00 0.0000000000
## CLC 0.000000e+00 0.0000000000
## CLEC10A 0.000000e+00 0.0000000000
## CPA3 0.000000e+00 0.0000000000
## CXCL11 0.000000e+00 0.0000000000
## CXCL13 0.000000e+00 0.0000000000
## CXCL9 0.000000e+00 0.0000000000
## DEFA3 0.000000e+00 0.0000000000
## DEFA4 0.000000e+00 0.0000000000
## EBF1 0.000000e+00 0.0000000000
## ELANE 0.000000e+00 0.0000000000
## F13A1 0.000000e+00 0.0000000000
## FCER1A 0.000000e+00 0.0000000000
## FCER2 0.000000e+00 0.0000000000
## FCN1 0.000000e+00 0.0000000000
## GHR 0.000000e+00 0.0000000000
## IGHD_membrane 0.000000e+00 0.0000000000
## IGHE_secreted 0.000000e+00 0.0000000000
## IGHG1_membrane 0.000000e+00 0.0000000000
## IGHG2_secreted 0.000000e+00 0.0000000000
## IGHG4_secreted 0.000000e+00 0.0000000000
## IGLC3 0.000000e+00 0.0000000000
## IL17A 0.000000e+00 0.0000000000
## IL17F 0.000000e+00 0.0000000000
## IL21 0.000000e+00 0.0000000000
## IL25 0.000000e+00 0.0000000000
## IL31 0.000000e+00 0.0000000000
## IL33 0.000000e+00 0.0000000000
## IL9 0.000000e+00 0.0000000000
## MME 0.000000e+00 0.0000000000
## MMP12 0.000000e+00 0.0000000000
## S100A12 0.000000e+00 0.0000000000
## TCL1A 0.000000e+00 0.0000000000
## TLR8 0.000000e+00 0.0000000000
## TNFRSF17 0.000000e+00 0.0000000000
## VPREB3 0.000000e+00 0.0000000000
## AOC3 3.519070e-05 0.0000000000
## CMKLR1 1.938098e-03 0.0020000000
## ARG1 3.183560e-05 0.0000000000
## CD36 3.940633e-05 0.0000000000
## CNTNAP3 5.105699e-05 0.0000000000
## FLT3 4.519264e-05 0.0000000000
## IGHG1_secreted 3.787299e-05 0.0000000000
## IGHG3_secreted 2.228778e-05 0.0000000000
## RNASE2 4.260036e-05 0.0000000000
## CXCL2 9.173893e-05 0.0000000000
## MS4A1 9.173210e-05 0.0000000000
## TREM1 1.342587e-03 0.0014285714
## CCR4 8.150675e-05 0.0000000000
## IFNA1 7.453880e-05 0.0000000000
## CD5 3.171650e-03 0.0020000000
## CD163 1.329792e-04 0.0000000000
## CD4 1.248605e-03 0.0008571429
## BTLA 1.372977e-04 0.0000000000
## CTSG 2.590915e-03 0.0025714286
## CD40 1.321452e-03 0.0008571429
## MMP9 2.029948e-04 0.0000000000
## F5 3.851577e-04 0.0002857143
## CR2 1.988928e-04 0.0000000000
## CD1C 1.909638e-04 0.0000000000
## CXCL10 6.605857e-04 0.0002857143
## CXCR2 1.655466e-03 0.0008571429
## IGHM_membrane 1.209950e-03 0.0008571429
## MITF 3.129606e-04 0.0000000000
## JCHAIN 6.258622e-04 0.0000000000
## CD1A 5.872915e-03 0.0060000000
## IGHM_secreted 6.622348e-04 0.0000000000
## THBD 4.292532e-04 0.0000000000
## TLR2 2.811917e-03 0.0014285714
## TPSAB1 3.131318e-03 0.0020000000
## VSIG4 7.381188e-04 0.0002857143
## FAM129C 6.942850e-04 0.0000000000
## CXCL1 8.792592e-04 0.0000000000
## ZAP70 8.579149e-02 0.0808571429
## CD8.SK1.CD8A.AHS0228.pAbO 1.064942e+00 0.9794285714
## PDCD1 2.347301e-03 0.0011428571
## TNFRSF13C 1.805862e-03 0.0005714286
## TNFRSF18 4.887657e-02 0.0442857143
## TOP2A 8.746924e-01 0.4517142857
## PAX5 1.393029e-02 0.0120000000
## CCR10 1.741035e-03 0.0000000000
## LY86 8.405131e-03 0.0057142857
## CD8B 8.239410e-03 0.0037142857
## CD27 7.118711e-03 0.0034285714
## NT5E 6.934274e-03 0.0028571429
## CXCR1 3.388885e-03 0.0008571429
## FOXP3 5.527361e-02 0.0317142857
## CD22.CD22.AHS0195.pAbO 2.233504e-01 0.9120000000
## PECAM1 4.908852e-01 0.4182857143
## CSF3 3.182254e-03 0.0002857143
## CMTM2 1.815028e-02 0.0134285714
## CCR7 7.248903e-03 0.0031428571
## TGFB3 8.029748e-03 0.0037142857
## TLR7 5.762770e-03 0.0014285714
## MKI67 2.457327e-01 0.1988571429
## CHI3L2 1.930297e-02 0.0128571429
## CXCR5 2.580407e-02 0.0128571429
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 3.166009e+00 1.0000000000
## TLR9 6.834928e-03 0.0022857143
## CD14 1.057542e-02 0.0057142857
## CD103.ITGAE.AHS0001.pAbO 2.974014e-02 0.2840000000
## CD95.FAS.AHS0023.pAbO 2.976046e+00 1.0000000000
## IGKC 7.085500e-02 0.0305714286
## CCR3 1.445326e-02 0.0034285714
## CCL20 1.353114e-02 0.0014285714
## CD3.SK7.CD3E.AHS0033.pAbO 8.282388e-02 0.5825714286
## LTB 5.564386e-02 0.0382857143
## TCF4 2.734532e-02 0.0177142857
## STAT6 1.747353e-01 0.1562857143
## CX3CR1 4.372937e-02 0.0214285714
## CD6 5.198258e-02 0.0205714286
## RNASE6 3.821026e-02 0.0260000000
## RGS1 1.015022e+00 0.5885714286
## NRP1 5.153640e-02 0.0368571429
## PMCH 9.847332e-02 0.0422857143
## HLA.DQA1 1.275871e+00 0.6331428571
## SELL 9.168534e-02 0.0557142857
## IL15 1.258622e-01 0.0994285714
## HLA.DPA1 1.388378e+00 0.8325714286
## FUT4 9.635059e-02 0.0780000000
## HMMR 3.202811e-01 0.2022857143
## KLRC4 1.230650e-01 0.0917142857
## CD28.CD28.2.CD28.AHS0024.pAbO 6.503098e-02 0.5151428571
## PTGDR2 7.069542e-02 0.0168571429
## S1PR1 1.191051e-01 0.0800000000
## IGHA1_secreted 3.012695e-02 0.0060000000
## SNCA 6.192533e-02 0.0365714286
## MZB1 6.892921e-01 0.5334285714
## TNFRSF25 4.019248e-02 0.0014285714
## ICOS 4.492595e-01 0.3708571429
## MCM2 9.500797e-01 0.5568571429
## TNFSF13B 1.022637e-01 0.0662857143
## THBS1 6.043143e-02 0.0260000000
## CD1D.CD1D.AHS0219.pAbO 3.849329e-01 0.9800000000
## RORC 1.599641e-01 0.0334285714
## BCL11B 1.809917e-01 0.1357142857
## CD160 6.219633e-02 0.0231428571
## TNFSF13 1.047843e-01 0.0717142857
## CD34.581.CD34.AHS0061.pAbO 1.998423e-01 0.8828571429
## IL9R 7.132254e-02 0.0371428571
## PTTG2 3.635178e-01 0.2765714286
## PASK 2.490273e-01 0.2014285714
## KDELR1 1.532834e-01 0.1197142857
## IKZF2 9.655697e-02 0.0502857143
## KLRG1 6.242744e-02 0.0165714286
## CD79B 8.305086e-02 0.0328571429
## VEGFA 5.095079e-01 0.3611428571
## IL7R 1.044135e-01 0.0174285714
## TSPAN32 1.828859e-01 0.1242857143
## EOMES 1.774845e-01 0.1122857143
## ZNF683 2.086959e-01 0.0794285714
## CCR8 7.230489e-02 0.0237142857
## CD94.KLRD1.AHS0085.pAbO 1.845803e+00 0.9994285714
## NCAM1 2.568388e-01 0.1980000000
## CCR7.CCR7.AHS0273.pAbO 2.000380e-01 0.8817142857
## FAS 6.077906e-01 0.5054285714
## ITGAX 1.970924e+00 0.9320000000
## CD38 2.393442e-01 0.1657142857
## RORA 1.658079e-01 0.0900000000
## TNFSF8 1.629610e-01 0.0637142857
## CX3CR1.CX3CR1.AHS0125.pAbO 1.518721e-01 0.7994285714
## TMEM97 5.275926e-01 0.3840000000
## FBXO22 3.147966e-01 0.2591428571
## CD45RO.PTPRC.AHS0036.pAbO 4.321311e-01 0.9825714286
## GIMAP7 8.698355e-02 0.0197142857
## FOXO1 1.802804e-01 0.0900000000
## IgG.IGHG1_2_3_4.AHS0059.pAbO 1.195100e+00 0.9997142857
## CD44 1.971527e+00 0.9062857143
## FOXO3 1.958002e-01 0.1202857143
## KIR2DL1 1.798997e+00 0.7420000000
## LEF1 6.072206e-01 0.4022857143
## OAS1 2.746437e-01 0.1737142857
## HLA.DMA 8.234083e-01 0.6182857143
## CD45RA.HI100.PTPRC.AHS0009.pAbO 7.896695e-01 0.9488571429
## TRAT1 2.821263e-01 0.1168571429
## CD8A 1.309579e+00 0.5794285714
## PSEN1 3.117493e-01 0.2257142857
## HLA.DMB 6.169391e-01 0.4665714286
## GAB2 3.765926e-01 0.2702857143
## C10orf54 1.427145e+00 0.8228571429
## TARP_refseq 1.628782e+00 0.8700000000
## CD81.CD81.AHS0021.pAbO 2.562924e+00 1.0000000000
## IL18 2.387267e-01 0.1214285714
## FAM65B 2.398530e-01 0.1162857143
## HLA.DQB1 6.224873e-01 0.3740000000
## CBLB 6.917377e-01 0.4971428571
## LGALS9 3.615657e-01 0.2128571429
## CNOT2 9.861002e-01 0.7208571429
## PRDM1 1.205780e+00 0.7471428571
## CD33 3.462458e-01 0.2031428571
## ZBTB16 5.416688e-01 0.3474285714
## CCR2 2.301401e-01 0.0640000000
## IL12RB1 5.340451e-01 0.3768571429
## CXCR6 8.353440e-01 0.3514285714
## HMGB2 1.415067e+00 0.6145714286
## ANXA5 2.093578e+00 0.9517142857
## IL18RAP 9.013690e-01 0.5848571429
## CD279.EH12.1.PDCD1.AHS0014.pAbO 4.065615e-01 0.9222857143
## TGFB1 7.205797e-01 0.4562857143
## DUSP1 5.023629e-01 0.2165714286
## LGALS3 6.182931e-01 0.2900000000
## CXCL5 7.073964e-01 0.5271428571
## GZMH 8.957421e-01 0.4577142857
## KLRC1 3.037562e+00 0.9851428571
## PCNA 1.795299e+00 0.7720000000
## CD161.DX12.KLRB1.AHS0002.pAbO 4.134877e-01 0.9534285714
## ITGAE 8.046139e-01 0.5340000000
## CD74 4.035091e+00 0.9985714286
## IL18R1 9.364617e-01 0.6017142857
## CD300A 1.849207e+00 0.8742857143
## GNLY 7.279374e+00 1.0000000000
## STAT1 7.648407e-01 0.4742857143
## CTSD 9.126308e-01 0.5668571429
## CD247 1.286483e+00 0.7680000000
## VNN2 7.035629e-01 0.4185714286
## PDIA4 9.836405e-01 0.6528571429
## ITGA4 5.887927e-01 0.3362857143
## CD102.ICAM2.AHS0155.pAbO 4.826644e-01 0.9662857143
## DPP4 8.017638e-01 0.5234285714
## CD33.WM53.CD33.AHS0044.pAbO 5.300671e-01 0.8637142857
## FYN 2.559743e+00 0.9754285714
## NINJ2 9.515159e-01 0.5945714286
## TRAC 8.022368e-01 0.4057142857
## STAT3 9.379006e-01 0.6131428571
## IGBP1 8.286022e-01 0.5631428571
## ADA 1.082654e+00 0.6654285714
## IFITM3 1.691504e+00 0.8094285714
## ITGAM 1.156171e+00 0.7351428571
## ADGRG3 7.432259e-01 0.3165714286
## XBP1 2.474850e+00 0.9620000000
## TIAF1 6.842829e-01 0.4222857143
## CCR1 6.275169e-01 0.3220000000
## GZMA 5.607166e+00 1.0000000000
## ENTPD1 1.022291e+00 0.5834285714
## PIK3AP1 1.509430e+00 0.7574285714
## IFNGR1 8.568935e-01 0.5360000000
## ATF6B 8.586795e-01 0.5697142857
## FYB 7.508380e-01 0.4200000000
## CD7 1.166693e+00 0.6580000000
## ITGB2 3.073945e+00 0.9745714286
## GLG1 7.402511e-01 0.4162857143
## KLRF1 1.540289e+00 0.7240000000
## PDIA6 2.136166e+00 0.9534285714
## SPOCK2 8.277753e-01 0.2237142857
## TRDC 2.438365e+00 0.9400000000
## TRIB2 9.391989e-01 0.4820000000
## FCGR3A 2.487930e+00 0.8225714286
## LIPA 9.626243e-01 0.5840000000
## GAPDH 6.113996e+00 1.0000000000
## LAP3 1.514623e+00 0.8520000000
## KIT 1.153642e+00 0.3748571429
## CST7 2.978994e+00 0.9905714286
## CD2 3.295750e+00 0.9554285714
## STAT4 1.756615e+00 0.8814285714
## CCR5 9.479661e-01 0.4588571429
## CCL5 3.852423e+00 0.9874285714
## BTG1 3.485266e+00 0.9980000000
## LYN 1.386196e+00 0.8034285714
## APOBEC3G 3.422045e+00 0.9965714286
## CD52 4.660248e+00 1.0000000000
## LGALS1 5.634667e+00 0.9997142857
## CCR6 8.200803e-01 0.2517142857
## LAT 9.621174e-01 0.4971428571
## IFITM2 2.312243e+00 0.9268571429
## GZMK 2.285881e+00 0.8420000000
## CXCR3 2.267035e+00 0.9174285714
## BCL2 1.156871e+00 0.6211428571
## TNFSF10 3.435246e+00 0.9962857143
## CD244 1.260076e+00 0.6605714286
## GNAI2 1.530687e+00 0.8171428571
## RPN2 2.286821e+00 0.9585714286
## GIMAP5 9.661274e-01 0.3608571429
## IL32 5.497138e+00 0.9948571429
## IKZF1 1.351381e+00 0.6882857143
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 7.289114e-01 0.9577142857
## S100A10 3.015094e+00 0.9891428571
## VPS28 1.358858e+00 0.7417142857
## ITGAL 1.759097e+00 0.8388571429
## NCR3 2.118601e+00 0.9040000000
## GIMAP2 8.500638e-01 0.3254285714
## CASP5 1.402978e+00 0.7282857143
## IL4R 2.561160e+00 0.9714285714
## LAT2 1.800861e+00 0.8014285714
## IL23R 1.514477e+00 0.7391428571
## CASP3 1.695902e+00 0.8182857143
## LCK 2.533471e+00 0.9537142857
## CD48 3.338358e+00 0.9937142857
## KLRK1 2.349904e+00 0.9417142857
## IL2RB 4.968336e+00 0.9997142857
## CD3E 3.180151e+00 0.9828571429
## NKG7 5.940434e+00 0.9997142857
## PIK3IP1 1.231590e+00 0.2311428571
## FCER1G 4.183953e+00 0.9968571429
## RUNX3 3.205854e+00 0.9851428571
## CCND2 3.572890e+00 0.9940000000
## BIN2 1.832150e+00 0.8062857143
## CD335.NCR1.AHS0068.pAbO 1.211195e+00 0.9977142857
## PTPRC 2.776128e+00 0.9734285714
## KLRB1 3.052475e+00 0.8708571429
## BAX 2.271181e+00 0.8934285714
## CTSW 5.253768e+00 1.0000000000
## TXK 1.806834e+00 0.7117142857
## DOCK8 2.095402e+00 0.8931428571
## CD37 2.331218e+00 0.9148571429
## TRBC2 3.508086e+00 0.9988571429
## LAMP1 2.584468e+00 0.9697142857
## ARL4C 1.943026e+00 0.7280000000
## PRF1 5.398091e+00 0.9997142857
## CXCR4 2.540472e+00 0.5860000000
## CD63 4.429383e+00 1.0000000000
## HLA.A 5.726769e+00 1.0000000000
## HLA.C 6.667283e+00 1.0000000000
## SELPLG 2.830768e+00 0.8331428571
## other.detected mean.logFC.cohen
## CSF2 7.753336e-01 2.3380154766
## CCL4 9.913541e-01 2.3833316168
## EGR3 3.180319e-01 1.5255990484
## XCL1 4.301831e-01 1.3424624551
## CCL3 9.343946e-01 1.4324802425
## DUSP2 6.609337e-01 1.3699862433
## IER3 4.591666e-01 1.2138168501
## ICAM1 7.496539e-01 1.0759157909
## TNF 8.842371e-01 1.0449321310
## IFNG 5.299857e-01 1.0636796629
## BCL2A1 3.607308e-01 1.0060870947
## MYC 6.075778e-01 0.9583898018
## CCL1 4.661993e-01 1.0785817155
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 9.581330e-01 0.8278981011
## GZMB 9.976447e-01 0.7839223081
## IRF8 8.984139e-01 0.6995244911
## NAMPT 4.052834e-01 0.7056905068
## CD4.SK3.CD4.AHS0032.pAbO 4.743699e-01 0.6009802090
## BIRC3 7.375946e-01 0.7029549724
## CD18.ITGB2.AHS0091.pAbO 9.995726e-01 0.6605504798
## TBX21 7.284016e-01 0.6523429267
## CD2.CD2.AHS0029.pAbO 9.995726e-01 0.5084263305
## EGR1 3.820417e-01 0.5777664885
## SEMA7A 2.299773e-01 0.5281821558
## LTA 3.769303e-01 0.5172406936
## CD69.CD69.AHS0010.pAbO 9.997976e-01 0.4676486262
## FOSB 1.586268e-01 0.4273021385
## FN1 2.202724e-01 0.4297744228
## CD19.SJ25C1.CD19.AHS0030.pAbO 7.746487e-01 0.3873082728
## IRF4 1.926729e-01 0.4260554182
## CD70 5.377436e-01 0.4000967933
## FASLG 3.934154e-01 0.3743727563
## ZBED2 6.466413e-02 0.4792504650
## CD26.DPP4.AHS0109.pAbO 1.000000e+00 0.3452493834
## CD38.HIT2.CD38.AHS0022.pAbO 9.969744e-01 0.4068301010
## IL2RA 7.984271e-01 0.3588218543
## LIF 4.224521e-01 0.3755180625
## CD226.CD226.AHS0079.pAbO 9.742951e-01 0.3487603896
## CD69 7.574714e-01 0.3632681248
## TNFRSF8 1.635268e-01 0.3710250948
## Tim3.HAVCR2.AHS0016.pAbO 9.995726e-01 0.3107230319
## TNFSF14 7.193913e-01 0.3072496157
## IL13 6.959232e-02 0.4127547575
## LAIR2 2.333242e-01 0.2582195319
## JUNB 1.515094e-01 0.2490426306
## FOSL1 5.764034e-02 0.3652259203
## ITK 7.743134e-01 0.2799007677
## BACH2 1.600231e-01 0.2066326104
## TNFRSF1B 8.486709e-01 0.2453013501
## STAT5A 5.023684e-01 0.2451284083
## CD80 1.414560e-01 0.1643061780
## CD39.ENTPD1.AHS0006.pAbO 9.959931e-01 0.1962121678
## CD7.CD7.AHS0043.pAbO 1.000000e+00 0.1684392092
## CD152.CTLA4.AHS0017.pAbO 9.997636e-01 0.1505188853
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 9.871541e-01 0.1514605888
## JUN 3.192178e-01 0.0845002852
## IL12RB2 5.043453e-01 0.1704061096
## YBX3 2.379502e-01 0.0768399492
## IL1RN 4.673294e-02 0.2347405074
## HLA.DRA 4.909572e-01 0.0991881549
## HLA.DRB3 3.357751e-01 0.0793956598
## IL3RA 9.947784e-02 0.1114831663
## DUSP4 7.506282e-01 0.1337523425
## IL3 3.537879e-02 0.2636209109
## KLRC3 3.995993e-01 0.0317383977
## FTH1 1.315268e-01 0.0500087500
## IgM.IGHM.AHS0198.pAbO 8.896415e-01 0.0877742412
## PYCR1 1.586226e-01 0.0648586581
## CD25.2A3.IL2RA.AHS0026.pAbO 6.777093e-01 0.0545164854
## CLEC2D 1.103682e-01 0.0440988300
## TK1 3.778045e-01 0.0774840098
## CD72 3.842197e-02 0.0751198957
## UBE2C 2.738811e-01 0.0890899111
## CD274 3.171906e-02 0.0840237326
## TIGIT 5.216145e-01 0.0427557671
## TNFRSF9 8.973928e-03 0.1556358414
## CD14.MPHIP9.CD14.AHS0037.pAbO 7.487996e-01 0.0300080172
## CD9 1.815425e-01 0.0305148343
## HLA.DPB1 4.457616e-01 -0.0181547443
## IL15RA 2.901334e-01 -0.0564559687
## TYMS 6.430915e-01 0.0055110432
## GATA3 3.575293e-02 0.0176430315
## CTLA4 1.308035e-02 0.0768445261
## CD314.KLRK1.AHS0065.pAbO 9.994399e-01 0.0325854686
## CD3D 4.955089e-02 0.0264939752
## LAMP3 1.769002e-02 0.0498650602
## KIAA0101 4.623499e-01 -0.0172711621
## AIM2 2.031148e-02 0.0406311867
## CCNB1 2.597110e-01 0.0186294342
## IL1B 2.594145e-03 0.1169420439
## IER5 3.385479e-02 -0.0271718152
## POU2AF1 7.383342e-04 0.1260654247
## CD27.L128.CD27.AHS0249.pAbO 4.841435e-01 -0.0208303648
## CD40LG 1.117036e-01 0.0635002335
## AURKB 3.263349e-01 0.0143375512
## CXCL16 2.875989e-02 -0.0130960305
## FOXP1 1.574807e-01 -0.0879681940
## TCF7 7.538173e-03 0.0244092978
## IL4 1.679252e-03 0.0824788299
## CD40.CD40.AHS0117.pAbO 9.769101e-02 -0.0087060676
## B3GAT1 7.630969e-03 0.0381890335
## CXCL8 2.890802e-03 0.0620183316
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 9.161293e-01 0.0002813341
## TNFRSF4 1.704140e-02 -0.0009604983
## MCM4 4.350172e-01 -0.0518601436
## IL1RL1 6.404911e-02 -0.0176135944
## IL6 2.286048e-02 0.0209245196
## CD5.UCHT2.CD5.AHS0047.pAbO 6.980490e-01 -0.0062724391
## SLAMF1 5.927317e-03 0.0241536499
## CD86 1.015097e-01 -0.0196570682
## CD200 9.225092e-05 0.0744650108
## LILRB4 2.656018e-03 0.0432437449
## LAG3 3.179362e-02 -0.0097012519
## IL6R 5.082888e-04 0.0593881744
## TGFBI 8.266072e-03 -0.0184002832
## QPCT 1.031157e-01 -0.0473052800
## IL2 1.078366e-03 0.0491472110
## HAVCR2 9.476004e-01 0.0305091381
## CD79A 5.650032e-03 0.0116776875
## MGST1 5.468399e-02 0.0004695432
## SLC25A37 2.499533e-02 -0.0389413435
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 5.622664e-01 -0.0175908007
## CD215.IL15RA.AHS0212.pAbO 9.985242e-01 0.0044602139
## ADGRE1 3.943670e-03 0.0128437738
## CD3G 1.681540e-03 0.0211248430
## SLC7A7 1.508068e-03 0.0136353209
## CLEC4D 6.313131e-05 0.0380882870
## IL12A 6.339696e-04 0.0178073678
## CCL22 1.327571e-04 0.0371718695
## IL1R2 0.000000e+00 0.0409149111
## S100A9 9.299863e-04 0.0144735659
## IL5 4.273169e-04 0.0341871224
## BCL6 1.361736e-02 -0.0313737022
## VMO1 3.451613e-03 -0.0103792718
## CD127.IL7R.AHS0028.pAbO 9.700841e-01 -0.0104937781
## CCL2 4.379547e-04 0.0132769797
## EPX 0.000000e+00 0.0239045722
## IL22 0.000000e+00 0.0239045722
## LRRC32 0.000000e+00 0.0239045722
## CXCL3 3.481288e-05 0.0224182244
## SPP1 3.481288e-05 0.0209138789
## CLEC4E 9.225092e-05 0.0155508770
## PI3 1.270638e-04 0.0152488410
## CD24 2.413257e-03 -0.0076277379
## KCNE3 1.441961e-04 0.0134223254
## CD28 7.311126e-04 0.0032729044
## GZMM 8.257885e-04 -0.0024382157
## ALAS2 0.000000e+00 0.0000000000
## APOE 0.000000e+00 0.0000000000
## AQP9 0.000000e+00 0.0000000000
## AZU1 0.000000e+00 0.0000000000
## BLK 0.000000e+00 0.0000000000
## BLNK 0.000000e+00 0.0000000000
## BPI 0.000000e+00 0.0000000000
## C1QA 0.000000e+00 0.0000000000
## C1QB 0.000000e+00 0.0000000000
## CCL13 0.000000e+00 0.0000000000
## CCL17 0.000000e+00 0.0000000000
## CCL19 0.000000e+00 0.0000000000
## CCR9 0.000000e+00 0.0000000000
## CD1B 0.000000e+00 0.0000000000
## CD209 0.000000e+00 0.0000000000
## CD22 0.000000e+00 0.0000000000
## CD34 0.000000e+00 0.0000000000
## CEACAM8 0.000000e+00 0.0000000000
## CHI3L1 0.000000e+00 0.0000000000
## CLC 0.000000e+00 0.0000000000
## CLEC10A 0.000000e+00 0.0000000000
## CPA3 0.000000e+00 0.0000000000
## CXCL11 0.000000e+00 0.0000000000
## CXCL13 0.000000e+00 0.0000000000
## CXCL9 0.000000e+00 0.0000000000
## DEFA3 0.000000e+00 0.0000000000
## DEFA4 0.000000e+00 0.0000000000
## EBF1 0.000000e+00 0.0000000000
## ELANE 0.000000e+00 0.0000000000
## F13A1 0.000000e+00 0.0000000000
## FCER1A 0.000000e+00 0.0000000000
## FCER2 0.000000e+00 0.0000000000
## FCN1 0.000000e+00 0.0000000000
## GHR 0.000000e+00 0.0000000000
## IGHD_membrane 0.000000e+00 0.0000000000
## IGHE_secreted 0.000000e+00 0.0000000000
## IGHG1_membrane 0.000000e+00 0.0000000000
## IGHG2_secreted 0.000000e+00 0.0000000000
## IGHG4_secreted 0.000000e+00 0.0000000000
## IGLC3 0.000000e+00 0.0000000000
## IL17A 0.000000e+00 0.0000000000
## IL17F 0.000000e+00 0.0000000000
## IL21 0.000000e+00 0.0000000000
## IL25 0.000000e+00 0.0000000000
## IL31 0.000000e+00 0.0000000000
## IL33 0.000000e+00 0.0000000000
## IL9 0.000000e+00 0.0000000000
## MME 0.000000e+00 0.0000000000
## MMP12 0.000000e+00 0.0000000000
## S100A12 0.000000e+00 0.0000000000
## TCL1A 0.000000e+00 0.0000000000
## TLR8 0.000000e+00 0.0000000000
## TNFRSF17 0.000000e+00 0.0000000000
## VPREB3 0.000000e+00 0.0000000000
## AOC3 3.481288e-05 -0.0037316420
## CMKLR1 2.039816e-03 -0.0030525557
## ARG1 4.612546e-05 -0.0042953678
## CD36 4.612546e-05 -0.0042953678
## CNTNAP3 4.612546e-05 -0.0042953678
## FLT3 4.612546e-05 -0.0042953678
## IGHG1_secreted 4.612546e-05 -0.0042953678
## IGHG3_secreted 4.612546e-05 -0.0042953678
## RNASE2 4.612546e-05 -0.0042953678
## CXCL2 6.313131e-05 -0.0050251891
## MS4A1 6.962576e-05 -0.0051491561
## TREM1 1.502208e-03 0.0025784201
## CCR4 8.093834e-05 -0.0080270098
## IFNA1 8.093834e-05 -0.0080270098
## CD5 2.096438e-03 -0.0049191395
## CD163 1.157512e-04 -0.0095731551
## CD4 9.908595e-04 -0.0032047380
## BTLA 1.383764e-04 -0.0070215889
## CTSG 2.714666e-03 0.0045420147
## CD40 1.007813e-03 -0.0066082582
## MMP9 1.731893e-04 -0.0109810814
## F5 4.621633e-04 0.0036263823
## CR2 1.958884e-04 -0.0123639355
## CD1C 2.428150e-04 -0.0138449664
## CXCL10 5.587245e-04 -0.0126782803
## CXCR2 1.245810e-03 -0.0151274805
## IGHM_membrane 1.246623e-03 -0.0121303866
## MITF 4.273504e-04 -0.0130744090
## JCHAIN 4.904817e-04 -0.0180995981
## CD1A 6.489607e-03 0.0034269269
## IGHM_secreted 5.188931e-04 -0.0256419391
## THBD 5.317891e-04 -0.0192552912
## TLR2 2.067460e-03 -0.0198720076
## TPSAB1 2.725145e-03 -0.0092550513
## VSIG4 1.016578e-03 -0.0099146341
## FAM129C 7.674349e-04 -0.0329666697
## CXCL1 8.547009e-04 -0.0184764534
## ZAP70 7.838640e-02 -0.0736140752
## CD8.SK1.CD8A.AHS0228.pAbO 9.722516e-01 0.0368077482
## PDCD1 2.172620e-03 -0.0146873825
## TNFRSF13C 1.650347e-03 -0.0374960943
## TNFRSF18 4.426353e-02 -0.0456622771
## TOP2A 4.031317e-01 -0.0169420912
## PAX5 1.325510e-02 -0.0210271744
## CCR10 1.366246e-03 -0.0361618131
## LY86 7.094416e-03 -0.0449460681
## CD8B 5.231294e-03 -0.0383470231
## CD27 5.221120e-03 -0.0205567144
## NT5E 4.908897e-03 0.0037431847
## CXCR1 3.116100e-03 -0.0346912508
## FOXP3 3.372746e-02 -0.0439534615
## CD22.CD22.AHS0195.pAbO 8.907745e-01 -0.0267429769
## PECAM1 3.570210e-01 -0.0512948462
## CSF3 3.143734e-03 -0.0376860238
## CMTM2 1.617067e-02 -0.0542914136
## CCR7 6.041597e-03 -0.0562603166
## TGFB3 6.849114e-03 -0.0439928577
## TLR7 4.579451e-03 -0.0144467112
## MKI67 1.831296e-01 -0.0130035758
## CHI3L2 1.661898e-02 -0.0737654065
## CXCR5 1.670528e-02 -0.0170350577
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 1.000000e+00 0.0053965375
## TLR9 6.460070e-03 -0.0496182469
## CD14 1.033207e-02 -0.0671618131
## CD103.ITGAE.AHS0001.pAbO 2.755146e-01 -0.0485036920
## CD95.FAS.AHS0023.pAbO 1.000000e+00 0.0575462110
## IGKC 3.709329e-02 -0.0152563786
## CCR3 1.041005e-02 -0.1005625034
## CCL20 9.102681e-03 -0.0681814631
## CD3.SK7.CD3E.AHS0033.pAbO 5.569261e-01 0.0102764377
## LTB 4.535583e-02 -0.0979966176
## TCF4 2.557145e-02 -0.0795279766
## STAT6 1.512036e-01 -0.1226076494
## CX3CR1 2.955476e-02 -0.1027031480
## CD6 2.891874e-02 -0.0466019624
## RNASE6 3.412868e-02 -0.0943266140
## RGS1 5.202766e-01 -0.0291019892
## NRP1 4.505851e-02 -0.0720036393
## PMCH 5.237563e-02 -0.0713874474
## HLA.DQA1 5.322407e-01 -0.0599784057
## SELL 6.640552e-02 -0.0981719054
## IL15 1.053511e-01 -0.1389050275
## HLA.DPA1 6.962520e-01 -0.0158290078
## FUT4 8.853150e-02 -0.1392452563
## HMMR 1.959239e-01 -0.0319140645
## KLRC4 1.014695e-01 -0.1457007407
## CD28.CD28.2.CD28.AHS0024.pAbO 5.009793e-01 -0.0506957555
## PTGDR2 3.291029e-02 -0.0238835485
## S1PR1 9.220214e-02 -0.1433368112
## IGHA1_secreted 2.379517e-02 -0.1583988828
## SNCA 5.397906e-02 -0.1369509721
## MZB1 4.516127e-01 -0.1036360937
## TNFRSF25 2.180124e-02 -0.1002826488
## ICOS 3.390369e-01 -0.1115299664
## MCM2 4.897912e-01 -0.0949879787
## TNFSF13B 8.401191e-02 -0.1568262908
## THBS1 4.673475e-02 -0.1391386862
## CD1D.CD1D.AHS0219.pAbO 9.722743e-01 -0.0495894126
## RORC 5.527101e-02 -0.0176588324
## BCL11B 1.480904e-01 -0.1222875781
## CD160 4.666594e-02 -0.0942440173
## TNFSF13 9.167059e-02 -0.1697968482
## CD34.581.CD34.AHS0061.pAbO 8.714504e-01 -0.0510176773
## IL9R 6.267844e-02 -0.1559522926
## PTTG2 2.673742e-01 -0.1343626738
## PASK 2.081118e-01 -0.1784163060
## KDELR1 1.401752e-01 -0.1824032213
## IKZF2 7.938679e-02 -0.1871907016
## KLRG1 4.843815e-02 -0.1919881742
## CD79B 6.620889e-02 -0.1752761007
## VEGFA 3.354295e-01 -0.1642111818
## IL7R 5.285897e-02 -0.1785021888
## TSPAN32 1.509755e-01 -0.1887452479
## EOMES 1.412186e-01 -0.1827346850
## ZNF683 1.147256e-01 -0.1447378784
## CCR8 6.335550e-02 -0.1240431647
## CD94.KLRD1.AHS0085.pAbO 9.969161e-01 -0.0131458120
## NCAM1 2.144064e-01 -0.2088354877
## CCR7.CCR7.AHS0273.pAbO 8.641585e-01 -0.0761500154
## FAS 4.498704e-01 -0.1526416782
## ITGAX 8.255357e-01 -0.0910820625
## CD38 1.943268e-01 -0.1822229235
## RORA 1.307019e-01 -0.2379748818
## TNFSF8 1.095097e-01 -0.2302577154
## CX3CR1.CX3CR1.AHS0125.pAbO 7.934224e-01 -0.0943913791
## TMEM97 3.653927e-01 -0.1674811168
## FBXO22 2.741697e-01 -0.2194139111
## CD45RO.PTPRC.AHS0036.pAbO 9.765951e-01 -0.1086920516
## GIMAP7 7.408149e-02 -0.2935092334
## FOXO1 1.380857e-01 -0.2253731378
## IgG.IGHG1_2_3_4.AHS0059.pAbO 9.974194e-01 -0.1322729928
## CD44 8.539753e-01 -0.0806202623
## FOXO3 1.659150e-01 -0.2616996606
## KIR2DL1 6.619875e-01 -0.1019247100
## LEF1 3.962833e-01 -0.1817552955
## OAS1 2.177193e-01 -0.2270365514
## HLA.DMA 5.423897e-01 -0.1618720340
## CD45RA.HI100.PTPRC.AHS0009.pAbO 9.369128e-01 -0.1728883077
## TRAT1 1.716209e-01 -0.2311682226
## CD8A 5.468209e-01 -0.1569959691
## PSEN1 2.578481e-01 -0.2712889572
## HLA.DMB 4.376340e-01 -0.1811804290
## GAB2 2.933339e-01 -0.2664623469
## C10orf54 7.602943e-01 -0.0967652484
## TARP_refseq 8.078719e-01 -0.1068862044
## CD81.CD81.AHS0021.pAbO 1.000000e+00 -0.1536244921
## IL18 1.917466e-01 -0.3124280640
## FAM65B 1.903136e-01 -0.3166855343
## HLA.DQB1 3.847761e-01 -0.2463152020
## CBLB 4.855495e-01 -0.2384636532
## LGALS9 2.764674e-01 -0.3105578617
## CNOT2 6.581248e-01 -0.1576581459
## PRDM1 7.015370e-01 -0.1722917016
## CD33 2.702609e-01 -0.2995988494
## ZBTB16 3.885208e-01 -0.3037692406
## CCR2 1.680768e-01 -0.3860892136
## IL12RB1 4.108958e-01 -0.3028913815
## CXCR6 4.174795e-01 -0.3218624320
## HMGB2 6.318728e-01 -0.2786743932
## ANXA5 9.083471e-01 -0.1919850486
## IL18RAP 5.690470e-01 -0.2889806430
## CD279.EH12.1.PDCD1.AHS0014.pAbO 9.291240e-01 -0.2174880137
## TGFB1 4.798004e-01 -0.3312844995
## DUSP1 3.125525e-01 -0.3825318581
## LGALS3 3.698606e-01 -0.3591569576
## CXCL5 5.250103e-01 -0.3261020686
## GZMH 4.966514e-01 -0.3210954974
## KLRC1 9.572993e-01 -0.1963980740
## PCNA 7.616645e-01 -0.2661422288
## CD161.DX12.KLRB1.AHS0002.pAbO 9.507154e-01 -0.2338897804
## ITGAE 5.467139e-01 -0.3298121773
## CD74 9.892916e-01 -0.2636956236
## IL18R1 5.938380e-01 -0.3145946447
## CD300A 8.262568e-01 -0.2832449328
## GNLY 1.000000e+00 -0.2667595126
## STAT1 5.072262e-01 -0.3780739967
## CTSD 5.781893e-01 -0.3596925086
## CD247 7.183279e-01 -0.2899950702
## VNN2 4.829075e-01 -0.4032552252
## PDIA4 6.360640e-01 -0.3281336316
## ITGA4 4.235575e-01 -0.4444963608
## CD102.ICAM2.AHS0155.pAbO 9.657948e-01 -0.3196846249
## DPP4 5.430014e-01 -0.3936628055
## CD33.WM53.CD33.AHS0044.pAbO 8.670604e-01 -0.3098080191
## FYN 9.634395e-01 -0.2877242959
## NINJ2 6.015288e-01 -0.3649484792
## TRAC 4.805295e-01 -0.4363132835
## STAT3 6.244042e-01 -0.3562099897
## IGBP1 5.799312e-01 -0.3821973594
## ADA 6.513733e-01 -0.3640479636
## IFITM3 7.619882e-01 -0.3567388294
## ITGAM 7.041688e-01 -0.3298311760
## ADGRG3 4.354411e-01 -0.4713396050
## XBP1 9.430109e-01 -0.2907639786
## TIAF1 4.989750e-01 -0.4428102674
## CCR1 4.441285e-01 -0.4599615252
## GZMA 9.993201e-01 -0.3670558845
## ENTPD1 6.066634e-01 -0.4206320969
## PIK3AP1 7.630838e-01 -0.3447307780
## IFNGR1 5.855915e-01 -0.4212977793
## ATF6B 5.986750e-01 -0.4088930505
## FYB 5.107334e-01 -0.4783820578
## CD7 6.742484e-01 -0.4036202642
## ITGB2 9.198481e-01 -0.3292879701
## GLG1 5.256451e-01 -0.5263677872
## KLRF1 7.115921e-01 -0.4513297479
## PDIA6 9.197766e-01 -0.3982211968
## SPOCK2 4.146928e-01 -0.6489452476
## TRDC 9.185853e-01 -0.4340598413
## TRIB2 5.866281e-01 -0.5416415942
## FCGR3A 7.796199e-01 -0.5498844404
## LIPA 6.437398e-01 -0.5021923314
## GAPDH 1.000000e+00 -0.4863072275
## LAP3 8.243162e-01 -0.4194651861
## KIT 5.223998e-01 -0.6712213790
## CST7 9.678875e-01 -0.4558902841
## CD2 9.193545e-01 -0.3828976906
## STAT4 8.745098e-01 -0.4264725529
## CCR5 5.927675e-01 -0.5734065950
## CCL5 9.704373e-01 -0.7278735283
## BTG1 9.946816e-01 -0.5346693311
## LYN 7.951053e-01 -0.4806849195
## APOBEC3G 9.890948e-01 -0.5163155722
## CD52 9.984633e-01 -0.6120210277
## LGALS1 9.999369e-01 -0.5608960825
## CCR6 4.750225e-01 -0.7018804629
## LAT 6.222645e-01 -0.6077322482
## IFITM2 9.039235e-01 -0.5326416699
## GZMK 8.126054e-01 -0.6107308596
## CXCR3 8.975353e-01 -0.5293440756
## BCL2 7.043042e-01 -0.5873439492
## TNFSF10 9.895011e-01 -0.5683404076
## CD244 7.414022e-01 -0.6103352438
## GNAI2 8.196707e-01 -0.5681785997
## RPN2 9.440500e-01 -0.5265103418
## GIMAP5 5.781565e-01 -0.7484783549
## IL32 9.925622e-01 -0.5583236620
## IKZF1 7.595690e-01 -0.6750211596
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 9.677937e-01 -0.7870040964
## S100A10 9.844246e-01 -0.6109537548
## VPS28 7.941748e-01 -0.6464956539
## ITGAL 8.658013e-01 -0.6514682560
## NCR3 8.996559e-01 -0.6501001248
## GIMAP2 5.813914e-01 -0.8099209523
## CASP5 7.888598e-01 -0.6838186085
## IL4R 9.657233e-01 -0.6592310916
## LAT2 8.386672e-01 -0.7079830520
## IL23R 8.064462e-01 -0.7252931137
## CASP3 8.693398e-01 -0.6915365336
## LCK 9.595136e-01 -0.7161819286
## CD48 9.942790e-01 -0.7231817615
## KLRK1 9.434556e-01 -0.7413971754
## IL2RB 9.997465e-01 -0.9067156720
## CD3E 9.784496e-01 -0.8224718156
## NKG7 9.978171e-01 -1.0107706370
## PIK3IP1 5.993391e-01 -1.2024332247
## FCER1G 9.972820e-01 -0.8676046723
## RUNX3 9.882066e-01 -0.8523239041
## CCND2 9.951913e-01 -0.8761899520
## BIN2 8.937992e-01 -0.8836547437
## CD335.NCR1.AHS0068.pAbO 9.981583e-01 -0.9589536772
## PTPRC 9.829603e-01 -0.8725563886
## KLRB1 9.314236e-01 -1.0110267763
## BAX 9.316369e-01 -0.9017668818
## CTSW 9.998737e-01 -0.9611090773
## TXK 8.633088e-01 -1.0197616055
## DOCK8 9.334673e-01 -0.9179153140
## CD37 9.546738e-01 -1.0019923018
## TRBC2 9.978321e-01 -0.9675297690
## LAMP1 9.799937e-01 -0.9665510504
## ARL4C 8.847746e-01 -1.0587757233
## PRF1 9.999539e-01 -1.0422149446
## CXCR4 8.309952e-01 -1.6816815708
## CD63 9.997645e-01 -1.2298561466
## HLA.A 1.000000e+00 -1.2603895138
## HLA.C 1.000000e+00 -1.3159654896
## SELPLG 9.737894e-01 -1.6591292809
## min.logFC.cohen median.logFC.cohen
## CSF2 1.819825823 2.3574163714
## CCL4 0.297305824 2.5641272245
## EGR3 0.846412927 1.5150091574
## XCL1 0.890245878 1.3770304649
## CCL3 0.173292396 1.3326757325
## DUSP2 0.132807153 1.3618380051
## IER3 0.747187813 1.1908990197
## ICAM1 0.712707073 1.1431973386
## TNF 0.784960004 0.9755788174
## IFNG 0.929181510 1.0775017690
## BCL2A1 0.506718472 1.0703928878
## MYC 0.534917937 0.9370307983
## CCL1 0.882337448 1.1233187384
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 0.319541058 0.9363541081
## GZMB 0.280535403 0.7161119881
## IRF8 0.103074061 0.6643295004
## NAMPT 0.381718515 0.6381921010
## CD4.SK3.CD4.AHS0032.pAbO 0.250710097 0.6175113472
## BIRC3 0.306076243 0.7132473650
## CD18.ITGB2.AHS0091.pAbO -0.193676131 0.1930343047
## TBX21 0.143833404 0.5441483723
## CD2.CD2.AHS0029.pAbO 0.273924897 0.3661569538
## EGR1 0.208627453 0.7146653235
## SEMA7A 0.060067425 0.5939861746
## LTA 0.199822463 0.5223393429
## CD69.CD69.AHS0010.pAbO -0.042395405 0.2867400215
## FOSB 0.131473108 0.5117181004
## FN1 0.123909176 0.4247374811
## CD19.SJ25C1.CD19.AHS0030.pAbO 0.210500545 0.3769962658
## IRF4 0.182691612 0.3250510705
## CD70 -0.224829462 0.2170809963
## FASLG -0.058126857 0.3657836828
## ZBED2 0.367645779 0.4640015692
## CD26.DPP4.AHS0109.pAbO -0.197153395 0.3880985016
## CD38.HIT2.CD38.AHS0022.pAbO 0.029113769 0.1147799627
## IL2RA -0.226531928 0.3422032809
## LIF -0.374717180 0.4399587986
## CD226.CD226.AHS0079.pAbO -0.340323648 0.5135170644
## CD69 -0.022546655 0.4706997919
## TNFRSF8 -0.361010486 0.4330184818
## Tim3.HAVCR2.AHS0016.pAbO -0.233391328 0.1793558567
## TNFSF14 0.125636437 0.3360709126
## IL13 0.245356466 0.4113529100
## LAIR2 -0.057483935 0.2467269084
## JUNB 0.054928146 0.2576687588
## FOSL1 0.177661348 0.3762956817
## ITK 0.094093266 0.2163343980
## BACH2 0.119651046 0.2147265396
## TNFRSF1B -0.300222540 0.2179137489
## STAT5A 0.157830318 0.2279061096
## CD80 0.057902448 0.1656575329
## CD39.ENTPD1.AHS0006.pAbO -0.876596651 0.3703783897
## CD7.CD7.AHS0043.pAbO -0.231559670 0.2214157512
## CD152.CTLA4.AHS0017.pAbO -0.473458586 0.2805853553
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO -0.503662222 0.2856211046
## JUN -0.092557365 0.1065778359
## IL12RB2 -0.552196096 -0.0707073952
## YBX3 -0.170289116 0.0400089596
## IL1RN 0.018378984 0.2703940811
## HLA.DRA -0.540443480 0.1972412990
## HLA.DRB3 -0.394958529 0.1044379639
## IL3RA -0.059602104 0.0873847867
## DUSP4 -0.548019768 0.1559293168
## IL3 0.195563883 0.2831516234
## KLRC3 -0.125360581 -0.0573981168
## FTH1 -0.093946427 0.0353499868
## IgM.IGHM.AHS0198.pAbO 0.007585618 0.1028125187
## PYCR1 -0.444293053 0.0686945822
## CD25.2A3.IL2RA.AHS0026.pAbO -0.507710528 0.0191138834
## CLEC2D -0.082801529 0.0155173162
## TK1 -1.493211258 0.5837068658
## CD72 -0.079007792 0.0936562862
## UBE2C -1.340235727 0.4711267643
## CD274 -0.031832547 0.1139335974
## TIGIT -0.754483490 -0.0421904120
## TNFRSF9 -0.004613512 0.1570680216
## CD14.MPHIP9.CD14.AHS0037.pAbO -0.130967386 0.0722686263
## CD9 -0.261251828 0.0665778975
## HLA.DPB1 -0.542549078 -0.0072429977
## IL15RA -0.307358640 -0.0628166723
## TYMS -1.755309152 0.4951452966
## GATA3 -0.027953029 0.0258804826
## CTLA4 -0.020677600 0.0488376499
## CD314.KLRK1.AHS0065.pAbO -0.379125403 -0.0821333427
## CD3D -0.088355166 0.0382586053
## LAMP3 -0.048870182 0.0745063516
## KIAA0101 -1.833373232 0.5574458332
## AIM2 -0.030365697 0.0373715383
## CCNB1 -1.054944173 0.3153194478
## IL1B 0.076633811 0.1240139289
## IER5 -0.068072279 -0.0264170402
## POU2AF1 0.108797796 0.1330626756
## CD27.L128.CD27.AHS0249.pAbO -0.106361088 -0.0407143846
## CD40LG -0.522154547 0.1852435908
## AURKB -1.482922061 0.3879829522
## CXCL16 -0.087456115 0.0160328772
## FOXP1 -0.164191028 -0.1458251015
## TCF7 -0.081216447 0.0184717763
## IL4 0.037810275 0.0906721633
## CD40.CD40.AHS0117.pAbO -0.052851063 0.0051827626
## B3GAT1 -0.011866701 0.0145320141
## CXCL8 -0.011560121 0.0777930154
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO -0.289998567 0.0791179915
## TNFRSF4 -0.087595133 0.0208272973
## MCM4 -0.892710659 0.1614379640
## IL1RL1 -0.245150307 -0.0340704072
## IL6 -0.076290874 0.0155758599
## CD5.UCHT2.CD5.AHS0047.pAbO -0.107813081 -0.0435042613
## SLAMF1 -0.023812721 -0.0059127657
## CD86 -0.482082466 -0.0005325865
## CD200 0.067076830 0.0763120560
## LILRB4 -0.039615164 0.0668937822
## LAG3 -0.222017158 -0.0564732533
## IL6R 0.011457976 0.0660726676
## TGFBI -0.042741052 -0.0211911566
## QPCT -0.241305433 0.0076550781
## IL2 0.034368110 0.0461784914
## HAVCR2 -0.531175201 -0.0206263704
## CD79A -0.006651584 0.0076117822
## MGST1 -0.375692598 0.1025377094
## SLC25A37 -0.153811206 -0.0252007021
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO -0.174221352 -0.0032580218
## CD215.IL15RA.AHS0212.pAbO -0.329448849 -0.0298282273
## ADGRE1 -0.046752285 0.0008349028
## CD3G -0.028877679 0.0110755339
## SLC7A7 -0.006435236 0.0151675309
## CLEC4D 0.013754700 0.0441716839
## IL12A -0.014882541 0.0033256231
## CCL22 0.022938169 0.0436897909
## IL1R2 0.040914911 0.0409149111
## S100A9 -0.016337898 0.0008697612
## IL5 -0.001351198 0.0463210550
## BCL6 -0.057248143 -0.0334684657
## VMO1 -0.026550581 -0.0158867216
## CD127.IL7R.AHS0028.pAbO -0.386905085 -0.0594109285
## CCL2 -0.013011795 0.0158642594
## EPX 0.023904572 0.0239045722
## IL22 0.023904572 0.0239045722
## LRRC32 0.023904572 0.0239045722
## CXCL3 0.016472833 0.0239045722
## SPP1 0.008951106 0.0239045722
## CLEC4E -0.017863904 0.0239045722
## PI3 -0.009628117 0.0239045722
## CD24 -0.032967643 -0.0136166399
## KCNE3 -0.028506662 0.0239045722
## CD28 -0.035147401 0.0130427137
## GZMM -0.039027925 0.0030531500
## ALAS2 0.000000000 0.0000000000
## APOE 0.000000000 0.0000000000
## AQP9 0.000000000 0.0000000000
## AZU1 0.000000000 0.0000000000
## BLK 0.000000000 0.0000000000
## BLNK 0.000000000 0.0000000000
## BPI 0.000000000 0.0000000000
## C1QA 0.000000000 0.0000000000
## C1QB 0.000000000 0.0000000000
## CCL13 0.000000000 0.0000000000
## CCL17 0.000000000 0.0000000000
## CCL19 0.000000000 0.0000000000
## CCR9 0.000000000 0.0000000000
## CD1B 0.000000000 0.0000000000
## CD209 0.000000000 0.0000000000
## CD22 0.000000000 0.0000000000
## CD34 0.000000000 0.0000000000
## CEACAM8 0.000000000 0.0000000000
## CHI3L1 0.000000000 0.0000000000
## CLC 0.000000000 0.0000000000
## CLEC10A 0.000000000 0.0000000000
## CPA3 0.000000000 0.0000000000
## CXCL11 0.000000000 0.0000000000
## CXCL13 0.000000000 0.0000000000
## CXCL9 0.000000000 0.0000000000
## DEFA3 0.000000000 0.0000000000
## DEFA4 0.000000000 0.0000000000
## EBF1 0.000000000 0.0000000000
## ELANE 0.000000000 0.0000000000
## F13A1 0.000000000 0.0000000000
## FCER1A 0.000000000 0.0000000000
## FCER2 0.000000000 0.0000000000
## FCN1 0.000000000 0.0000000000
## GHR 0.000000000 0.0000000000
## IGHD_membrane 0.000000000 0.0000000000
## IGHE_secreted 0.000000000 0.0000000000
## IGHG1_membrane 0.000000000 0.0000000000
## IGHG2_secreted 0.000000000 0.0000000000
## IGHG4_secreted 0.000000000 0.0000000000
## IGLC3 0.000000000 0.0000000000
## IL17A 0.000000000 0.0000000000
## IL17F 0.000000000 0.0000000000
## IL21 0.000000000 0.0000000000
## IL25 0.000000000 0.0000000000
## IL31 0.000000000 0.0000000000
## IL33 0.000000000 0.0000000000
## IL9 0.000000000 0.0000000000
## MME 0.000000000 0.0000000000
## MMP12 0.000000000 0.0000000000
## S100A12 0.000000000 0.0000000000
## TCL1A 0.000000000 0.0000000000
## TLR8 0.000000000 0.0000000000
## TNFRSF17 0.000000000 0.0000000000
## VPREB3 0.000000000 0.0000000000
## AOC3 -0.018658210 0.0000000000
## CMKLR1 -0.082703694 0.0031551462
## ARG1 -0.021476839 0.0000000000
## CD36 -0.021476839 0.0000000000
## CNTNAP3 -0.021476839 0.0000000000
## FLT3 -0.021476839 0.0000000000
## IGHG1_secreted -0.021476839 0.0000000000
## IGHG3_secreted -0.021476839 0.0000000000
## RNASE2 -0.021476839 0.0000000000
## CXCL2 -0.025125945 0.0000000000
## MS4A1 -0.025745780 0.0000000000
## TREM1 -0.062377713 -0.0083004023
## CCR4 -0.021476839 0.0000000000
## IFNA1 -0.021476839 0.0000000000
## CD5 -0.078299372 -0.0154227322
## CD163 -0.026388937 0.0000000000
## CD4 -0.033744864 -0.0190268878
## BTLA -0.035107945 0.0000000000
## CTSG -0.087140018 0.0315360747
## CD40 -0.052026775 -0.0080300884
## MMP9 -0.036247197 0.0000000000
## F5 -0.057378908 0.0239045722
## CR2 -0.035515966 0.0000000000
## CD1C -0.037166333 0.0000000000
## CXCL10 -0.047268123 -0.0029438724
## CXCR2 -0.046687576 -0.0195005619
## IGHM_membrane -0.046804586 -0.0285984026
## MITF -0.065372045 0.0000000000
## JCHAIN -0.065372045 0.0000000000
## CD1A -0.116728040 0.0393865031
## IGHM_secreted -0.046452378 -0.0251259454
## THBD -0.065372045 0.0000000000
## TLR2 -0.096493036 -0.0149989020
## TPSAB1 -0.121840130 0.0043341683
## VSIG4 -0.083466222 -0.0067604184
## FAM129C -0.065372045 -0.0352600822
## CXCL1 -0.092382267 0.0000000000
## ZAP70 -0.161975343 -0.0757729178
## CD8.SK1.CD8A.AHS0228.pAbO -0.677084260 -0.1010035612
## PDCD1 -0.088439515 -0.0315916595
## TNFRSF13C -0.084272587 -0.0301839570
## TNFRSF18 -0.314276398 -0.0091324698
## TOP2A -1.647001257 0.4143664356
## PAX5 -0.142285943 -0.0155319147
## CCR10 -0.089508150 -0.0259231270
## LY86 -0.075704968 -0.0521516084
## CD8B -0.106306640 -0.0602975057
## CD27 -0.129511794 -0.0069313409
## NT5E -0.167241818 0.0429911942
## CXCR1 -0.099314271 -0.0747790877
## FOXP3 -0.215958952 -0.0389698819
## CD22.CD22.AHS0195.pAbO -0.378235790 -0.0166221912
## PECAM1 -0.764957530 -0.0375048319
## CSF3 -0.153655894 -0.0199494203
## CMTM2 -0.120172876 -0.0244605399
## CCR7 -0.113980235 -0.0420492309
## TGFB3 -0.111342181 -0.0524998375
## TLR7 -0.186185319 0.0222071260
## MKI67 -1.063310718 0.2802996429
## CHI3L2 -0.118254617 -0.0621817311
## CXCR5 -0.287983425 0.0033309173
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO -0.709345362 -0.0667522214
## TLR9 -0.144711320 -0.0237880548
## CD14 -0.129041956 -0.0575138511
## CD103.ITGAE.AHS0001.pAbO -0.204682660 -0.0279120769
## CD95.FAS.AHS0023.pAbO -0.258997800 0.0463328686
## IGKC -0.371878178 0.0520127548
## CCR3 -0.167794207 -0.0938931171
## CCL20 -0.251962117 -0.0330945192
## CD3.SK7.CD3E.AHS0033.pAbO -0.017970727 0.0068943459
## LTB -0.196831749 -0.0970194936
## TCF4 -0.262108846 -0.0341890273
## STAT6 -0.211494876 -0.1289653454
## CX3CR1 -0.170948714 -0.1016582236
## CD6 -0.232098455 -0.0260545784
## RNASE6 -0.180157822 -0.1364720223
## RGS1 -0.509326546 0.0288785242
## NRP1 -0.277355073 -0.0890632130
## PMCH -0.311756421 -0.0887989466
## HLA.DQA1 -0.910867791 -0.3161245345
## SELL -0.255580729 -0.1698387516
## IL15 -0.214031644 -0.1179529166
## HLA.DPA1 -0.563585143 0.0195038864
## FUT4 -0.199753673 -0.1125026220
## HMMR -1.193947443 0.2785996613
## KLRC4 -0.284445399 -0.1554152992
## CD28.CD28.2.CD28.AHS0024.pAbO -0.192750286 -0.0140451826
## PTGDR2 -0.455363161 0.0668949901
## S1PR1 -0.256408903 -0.1939598222
## IGHA1_secreted -0.238816396 -0.1439598691
## SNCA -0.230533698 -0.1809320998
## MZB1 -0.479678285 -0.0424139027
## TNFRSF25 -0.424560617 -0.0369867812
## ICOS -0.374739223 -0.1160920687
## MCM2 -0.882904336 0.0756685877
## TNFSF13B -0.331409758 -0.1493368337
## THBS1 -0.286327919 -0.1149336125
## CD1D.CD1D.AHS0219.pAbO -0.330984564 -0.0831857399
## RORC -0.631077658 0.1077434973
## BCL11B -0.347169733 -0.1947556800
## CD160 -0.340006132 -0.0896245856
## TNFSF13 -0.242602534 -0.1468192241
## CD34.581.CD34.AHS0061.pAbO -0.332439389 -0.0385721011
## IL9R -0.370909566 -0.1319548412
## PTTG2 -0.892818197 0.0235690371
## PASK -0.528253438 -0.1027724425
## KDELR1 -0.331228747 -0.1954174627
## IKZF2 -0.393519086 -0.1713941432
## KLRG1 -0.344433291 -0.2133353388
## CD79B -0.428056419 -0.1928050907
## VEGFA -0.642196185 -0.0959456719
## IL7R -0.366856017 -0.1962234062
## TSPAN32 -0.313204446 -0.2544857630
## EOMES -0.406899940 -0.2322832650
## ZNF683 -0.633835715 -0.1061450386
## CCR8 -0.621450265 -0.0862103230
## CD94.KLRD1.AHS0085.pAbO -0.754078468 -0.4128960818
## NCAM1 -0.438482572 -0.2163573045
## CCR7.CCR7.AHS0273.pAbO -0.277279714 -0.0399315011
## FAS -0.353051703 -0.0682943056
## ITGAX -1.365177255 0.0720676889
## CD38 -0.527951808 -0.1239544605
## RORA -0.465433575 -0.2707436177
## TNFSF8 -0.549564431 -0.1660649850
## CX3CR1.CX3CR1.AHS0125.pAbO -0.261475989 -0.0815880606
## TMEM97 -0.807293686 -0.0568658401
## FBXO22 -0.431943394 -0.2536415975
## CD45RO.PTPRC.AHS0036.pAbO -0.325391199 -0.1527093019
## GIMAP7 -0.369122168 -0.3211154299
## FOXO1 -0.515305474 -0.1459661723
## IgG.IGHG1_2_3_4.AHS0059.pAbO -0.876539078 -0.0414997314
## CD44 -0.429426667 0.0029543983
## FOXO3 -0.315403952 -0.2538129208
## KIR2DL1 -0.726144461 -0.2762288768
## LEF1 -0.702748716 -0.2195960846
## OAS1 -0.543483107 -0.1896424221
## HLA.DMA -0.449594381 -0.1969907964
## CD45RA.HI100.PTPRC.AHS0009.pAbO -0.557691877 -0.2734018154
## TRAT1 -0.568430705 -0.2032535060
## CD8A -0.875683623 -0.3183911423
## PSEN1 -0.353515477 -0.2543416840
## HLA.DMB -0.437226681 -0.3374349157
## GAB2 -0.362283513 -0.3439214713
## C10orf54 -0.346221637 -0.1075006979
## TARP_refseq -0.342725418 -0.1344794313
## CD81.CD81.AHS0021.pAbO -0.558025690 -0.3828541389
## IL18 -0.546427275 -0.3024993737
## FAM65B -0.417654825 -0.3439770696
## HLA.DQB1 -0.807671873 -0.5355991720
## CBLB -0.463639783 -0.2670807671
## LGALS9 -0.626744734 -0.2986047348
## CNOT2 -0.241253046 -0.1455476955
## PRDM1 -0.539172106 -0.0452017265
## CD33 -1.065445102 -0.2200032141
## ZBTB16 -0.529456713 -0.2076276390
## CCR2 -0.569584923 -0.3587680072
## IL12RB1 -0.577448789 -0.2674613559
## CXCR6 -0.586036812 -0.2965050312
## HMGB2 -1.971222957 0.0399199396
## ANXA5 -0.755182565 0.0707266542
## IL18RAP -0.468299010 -0.2535178858
## CD279.EH12.1.PDCD1.AHS0014.pAbO -0.633021245 -0.2029259148
## TGFB1 -0.564242954 -0.3371505428
## DUSP1 -0.677027559 -0.2422669353
## LGALS3 -1.328355654 -0.1159457897
## CXCL5 -0.426455184 -0.3768830817
## GZMH -0.872087671 -0.4707371958
## KLRC1 -0.575127469 -0.2026556527
## PCNA -1.388420106 -0.1095432758
## CD161.DX12.KLRB1.AHS0002.pAbO -0.792125375 -0.2822952034
## ITGAE -0.885317647 -0.2914940883
## CD74 -0.786841940 -0.4935294948
## IL18R1 -0.615530716 -0.2166755702
## CD300A -1.304025478 -0.0579809268
## GNLY -0.839860794 -0.3805334340
## STAT1 -0.824845710 -0.4399846633
## CTSD -0.550231621 -0.3586944533
## CD247 -0.859875536 -0.4884177183
## VNN2 -0.687519633 -0.2812627175
## PDIA4 -0.640541248 -0.4133147170
## ITGA4 -0.700429776 -0.4741953094
## CD102.ICAM2.AHS0155.pAbO -0.936204642 -0.2563674172
## DPP4 -0.780558974 -0.3135382776
## CD33.WM53.CD33.AHS0044.pAbO -1.069703439 -0.3562651179
## FYN -0.651691793 -0.3539217950
## NINJ2 -0.716638346 -0.3959471241
## TRAC -0.866621232 -0.4745742496
## STAT3 -0.579523493 -0.3021034038
## IGBP1 -0.470647254 -0.3791006124
## ADA -0.715727737 -0.2781614821
## IFITM3 -1.185376690 -0.4870900572
## ITGAM -0.606949809 -0.3518624473
## ADGRG3 -0.798987141 -0.4030893193
## XBP1 -0.655354688 -0.1720024227
## TIAF1 -0.689910901 -0.4503355722
## CCR1 -1.028284971 -0.4151903032
## GZMA -1.119227628 -0.6525496684
## ENTPD1 -0.926608625 -0.3260054587
## PIK3AP1 -0.596307162 -0.3241041431
## IFNGR1 -0.534676110 -0.3984004077
## ATF6B -0.520813606 -0.4576661530
## FYB -0.937475605 -0.3177448352
## CD7 -0.720489403 -0.3350920353
## ITGB2 -1.236635607 -0.5968318057
## GLG1 -1.049073175 -0.5015034501
## KLRF1 -1.194808703 -0.6986519544
## PDIA6 -1.007494599 -0.4346089757
## SPOCK2 -1.217884960 -0.4440217463
## TRDC -1.007165913 -0.3822447356
## TRIB2 -1.083871560 -0.3262805334
## FCGR3A -1.778804935 -0.5215322013
## LIPA -0.924066294 -0.4053907636
## GAPDH -1.203835061 -0.3554007471
## LAP3 -0.727796807 -0.4968618184
## KIT -1.951091181 -0.4012722372
## CST7 -0.972527719 -0.6389036824
## CD2 -0.928020195 -0.4974959157
## STAT4 -0.726265204 -0.4108920567
## CCR5 -1.046490862 -0.5696370588
## CCL5 -2.559739029 -0.1686784751
## BTG1 -1.547067232 -0.3560730581
## LYN -0.842611983 -0.4805160704
## APOBEC3G -1.134670658 -0.6329434515
## CD52 -2.040555552 -0.0765195205
## LGALS1 -1.375986359 -0.5729409712
## CCR6 -1.208736929 -0.6276355382
## LAT -0.828917792 -0.6012762382
## IFITM2 -1.131894300 -0.6827752237
## GZMK -1.868969499 -0.7366197075
## CXCR3 -0.957876515 -0.6992933008
## BCL2 -0.974485335 -0.6689668889
## TNFSF10 -1.205040494 -0.4825002040
## CD244 -0.877076639 -0.6288444066
## GNAI2 -1.033956313 -0.6495682960
## RPN2 -0.887697094 -0.6125970986
## GIMAP5 -1.313573284 -0.6358238575
## IL32 -1.665080171 -0.4578002212
## IKZF1 -1.227843144 -0.6690774356
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -1.770263542 -0.7035745502
## S100A10 -1.072326542 -0.4759429019
## VPS28 -0.790298022 -0.6557788930
## ITGAL -1.241644225 -0.6067528525
## NCR3 -0.971776858 -0.8727902972
## GIMAP2 -0.950232836 -0.8790058663
## CASP5 -1.058737459 -0.6184488596
## IL4R -0.885411526 -0.8320050634
## LAT2 -1.128223994 -0.7252913956
## IL23R -1.165465180 -0.7147438700
## CASP3 -0.980957715 -0.7169478016
## LCK -1.067481519 -0.9126727283
## CD48 -0.997720106 -0.7511251914
## KLRK1 -0.930755258 -0.7674420419
## IL2RB -1.909052390 -0.7305511069
## CD3E -1.394250124 -0.6884185236
## NKG7 -2.059685137 -1.2159731531
## PIK3IP1 -2.762929149 -0.8269321508
## FCER1G -1.588671064 -0.7523518780
## RUNX3 -1.159243198 -0.8453159125
## CCND2 -1.210330739 -0.9571997295
## BIN2 -1.077338908 -0.9805766940
## CD335.NCR1.AHS0068.pAbO -1.471438215 -0.8247138449
## PTPRC -1.190487287 -0.7774022514
## KLRB1 -1.848893216 -0.8336835018
## BAX -1.085582686 -0.9820050784
## CTSW -1.800840646 -0.9043088657
## TXK -1.627445912 -0.7750083411
## DOCK8 -1.178481308 -0.8811755954
## CD37 -1.810969110 -1.0274842595
## TRBC2 -1.194957232 -1.0622890623
## LAMP1 -1.267846035 -1.0687549778
## ARL4C -1.432157348 -0.9974883692
## PRF1 -1.719748874 -0.9958390562
## CXCR4 -4.013153622 -1.4946551148
## CD63 -2.131461433 -1.0075025621
## HLA.A -1.962161769 -1.1285678627
## HLA.C -1.862826074 -1.2867111705
## SELPLG -2.569255727 -1.6367714502
## max.logFC.cohen rank.logFC.cohen
## CSF2 2.846188e+00 1
## CCL4 4.214568e+00 1
## EGR3 1.950249e+00 3
## XCL1 1.733083e+00 4
## CCL3 2.571968e+00 3
## DUSP2 2.235340e+00 3
## IER3 1.574961e+00 3
## ICAM1 1.366224e+00 8
## TNF 1.526587e+00 6
## IFNG 1.130435e+00 4
## BCL2A1 1.368089e+00 11
## MYC 1.444799e+00 7
## CCL1 1.174586e+00 2
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1.424236e+00 9
## GZMB 1.183151e+00 9
## IRF8 1.295451e+00 12
## NAMPT 1.079475e+00 16
## CD4.SK3.CD4.AHS0032.pAbO 9.303296e-01 19
## BIRC3 1.376810e+00 8
## CD18.ITGB2.AHS0091.pAbO 2.827808e+00 2
## TBX21 1.135705e+00 18
## CD2.CD2.AHS0029.pAbO 1.107885e+00 20
## EGR1 9.173799e-01 16
## SEMA7A 8.005969e-01 19
## LTA 7.246923e-01 24
## CD69.CD69.AHS0010.pAbO 1.257419e+00 10
## FOSB 5.702981e-01 22
## FN1 7.659871e-01 13
## CD19.SJ25C1.CD19.AHS0030.pAbO 6.957496e-01 39
## IRF4 7.028122e-01 28
## CD70 1.038416e+00 17
## FASLG 7.875463e-01 31
## ZBED2 5.894555e-01 27
## CD26.DPP4.AHS0109.pAbO 8.447741e-01 21
## CD38.HIT2.CD38.AHS0022.pAbO 1.635650e+00 8
## IL2RA 1.108178e+00 15
## LIF 9.276533e-01 11
## CD226.CD226.AHS0079.pAbO 8.202284e-01 7
## CD69 7.842230e-01 20
## TNFRSF8 7.314350e-01 12
## Tim3.HAVCR2.AHS0016.pAbO 8.812891e-01 21
## TNFSF14 4.350313e-01 34
## IL13 5.269556e-01 31
## LAIR2 5.145082e-01 48
## JUNB 4.180575e-01 43
## FOSL1 5.037966e-01 30
## ITK 4.586673e-01 28
## BACH2 3.119745e-01 45
## TNFRSF1B 5.526778e-01 35
## STAT5A 3.226283e-01 45
## CD80 2.994507e-01 56
## CD39.ENTPD1.AHS0006.pAbO 7.404454e-01 26
## CD7.CD7.AHS0043.pAbO 5.499024e-01 35
## CD152.CTLA4.AHS0017.pAbO 3.456062e-01 41
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 4.489575e-01 26
## JUN 2.150871e-01 80
## IL12RB2 1.171344e+00 16
## YBX3 4.564641e-01 60
## IL1RN 3.259729e-01 42
## HLA.DRA 6.800939e-01 36
## HLA.DRB3 6.512729e-01 42
## IL3RA 2.891584e-01 61
## DUSP4 5.416148e-01 39
## IL3 2.869339e-01 39
## KLRC3 4.519413e-01 62
## FTH1 1.668776e-01 88
## IgM.IGHM.AHS0198.pAbO 1.326278e-01 62
## PYCR1 3.788177e-01 46
## CD25.2A3.IL2RA.AHS0026.pAbO 4.738785e-01 44
## CLEC2D 2.067737e-01 81
## TK1 6.641248e-01 14
## CD72 1.705862e-01 66
## UBE2C 5.419119e-01 20
## CD274 1.413026e-01 69
## TIGIT 9.251985e-01 25
## TNFRSF9 2.643808e-01 63
## CD14.MPHIP9.CD14.AHS0037.pAbO 1.375719e-01 65
## CD9 1.838094e-01 68
## HLA.DPB1 5.213905e-01 55
## IL15RA 9.903722e-02 110
## TYMS 7.049038e-01 17
## GATA3 5.805286e-02 123
## CTLA4 1.752368e-01 85
## CD314.KLRK1.AHS0065.pAbO 7.863571e-01 24
## CD3D 1.119145e-01 73
## LAMP3 1.271097e-01 88
## KIAA0101 6.947105e-01 18
## AIM2 1.141953e-01 92
## CCNB1 4.243061e-01 29
## IL1B 1.429454e-01 59
## IER5 3.367187e-03 164
## POU2AF1 1.395036e-01 60
## CD27.L128.CD27.AHS0249.pAbO 1.053391e-01 96
## CD40LG 2.873682e-01 51
## AURKB 4.936247e-01 24
## CXCL16 4.886753e-02 108
## FOXP1 5.732662e-02 117
## TCF7 1.102574e-01 77
## IL4 1.017932e-01 68
## CD40.CD40.AHS0117.pAbO 5.781101e-03 119
## B3GAT1 1.175460e-01 80
## CXCL8 9.887901e-02 71
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 1.511641e-01 70
## TNFRSF4 4.976190e-02 106
## MCM4 4.584420e-01 42
## IL1RL1 2.949421e-01 72
## IL6 1.034559e-01 110
## CD5.UCHT2.CD5.AHS0047.pAbO 1.621954e-01 74
## SLAMF1 9.315195e-02 114
## CD86 2.270855e-01 77
## CD200 7.631206e-02 76
## LILRB4 8.172001e-02 91
## LAG3 2.085542e-01 86
## IL6R 7.761114e-02 79
## TGFBI 1.897106e-02 166
## QPCT 1.383714e-01 99
## IL2 6.765591e-02 82
## HAVCR2 6.764424e-01 41
## CD79A 2.808843e-02 96
## MGST1 2.047161e-01 76
## SLC25A37 7.018424e-02 108
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 7.081203e-02 106
## CD215.IL15RA.AHS0212.pAbO 3.635673e-01 39
## ADGRE1 9.186954e-02 111
## CD3G 7.653956e-02 114
## SLC7A7 3.619448e-02 110
## CLEC4D 4.417168e-02 87
## IL12A 5.711005e-02 123
## CCL22 4.368979e-02 88
## IL1R2 4.091491e-02 90
## S100A9 5.521976e-02 118
## IL5 4.632106e-02 124
## BCL6 5.111666e-05 178
## VMO1 2.194853e-02 152
## CD127.IL7R.AHS0028.pAbO 3.313690e-01 43
## CCL2 3.382366e-02 134
## EPX 2.390457e-02 100
## IL22 2.390457e-02 97
## LRRC32 2.390457e-02 97
## CXCL3 2.390457e-02 100
## SPP1 2.390457e-02 100
## CLEC4E 2.390457e-02 145
## PI3 2.390457e-02 145
## CD24 2.808999e-02 150
## KCNE3 2.390457e-02 100
## CD28 4.055076e-02 112
## GZMM 4.084182e-02 115
## ALAS2 0.000000e+00 126
## APOE 0.000000e+00 126
## AQP9 0.000000e+00 126
## AZU1 0.000000e+00 126
## BLK 0.000000e+00 126
## BLNK 0.000000e+00 126
## BPI 0.000000e+00 126
## C1QA 0.000000e+00 126
## C1QB 0.000000e+00 126
## CCL13 0.000000e+00 126
## CCL17 0.000000e+00 126
## CCL19 0.000000e+00 126
## CCR9 0.000000e+00 126
## CD1B 0.000000e+00 126
## CD209 0.000000e+00 126
## CD22 0.000000e+00 126
## CD34 0.000000e+00 126
## CEACAM8 0.000000e+00 126
## CHI3L1 0.000000e+00 126
## CLC 0.000000e+00 126
## CLEC10A 0.000000e+00 126
## CPA3 0.000000e+00 126
## CXCL11 0.000000e+00 126
## CXCL13 0.000000e+00 126
## CXCL9 0.000000e+00 126
## DEFA3 0.000000e+00 126
## DEFA4 0.000000e+00 126
## EBF1 0.000000e+00 126
## ELANE 0.000000e+00 126
## F13A1 0.000000e+00 126
## FCER1A 0.000000e+00 126
## FCER2 0.000000e+00 126
## FCN1 0.000000e+00 126
## GHR 0.000000e+00 126
## IGHD_membrane 0.000000e+00 126
## IGHE_secreted 0.000000e+00 126
## IGHG1_membrane 0.000000e+00 126
## IGHG2_secreted 0.000000e+00 126
## IGHG4_secreted 0.000000e+00 126
## IGLC3 0.000000e+00 126
## IL17A 0.000000e+00 126
## IL17F 0.000000e+00 126
## IL21 0.000000e+00 126
## IL25 0.000000e+00 126
## IL31 0.000000e+00 126
## IL33 0.000000e+00 126
## IL9 0.000000e+00 126
## MME 0.000000e+00 126
## MMP12 0.000000e+00 126
## S100A12 0.000000e+00 126
## TCL1A 0.000000e+00 126
## TLR8 0.000000e+00 126
## TNFRSF17 0.000000e+00 126
## VPREB3 0.000000e+00 126
## AOC3 0.000000e+00 126
## CMKLR1 6.220197e-02 124
## ARG1 0.000000e+00 165
## CD36 0.000000e+00 165
## CNTNAP3 0.000000e+00 165
## FLT3 0.000000e+00 165
## IGHG1_secreted 0.000000e+00 165
## IGHG3_secreted 0.000000e+00 165
## RNASE2 0.000000e+00 165
## CXCL2 0.000000e+00 126
## MS4A1 0.000000e+00 126
## TREM1 5.202510e-02 119
## CCR4 0.000000e+00 167
## IFNA1 0.000000e+00 167
## CD5 6.262167e-02 124
## CD163 0.000000e+00 167
## CD4 3.695665e-02 143
## BTLA 0.000000e+00 165
## CTSG 7.008023e-02 119
## CD40 3.807611e-02 142
## MMP9 0.000000e+00 167
## F5 2.390457e-02 97
## CR2 0.000000e+00 126
## CD1C 0.000000e+00 167
## CXCL10 2.390457e-02 149
## CXCR2 3.964331e-02 139
## IGHM_membrane 4.134760e-02 140
## MITF 0.000000e+00 126
## JCHAIN 0.000000e+00 126
## CD1A 1.057718e-01 106
## IGHM_secreted 0.000000e+00 167
## THBD 0.000000e+00 126
## TLR2 3.040820e-02 93
## TPSAB1 5.819164e-02 115
## VSIG4 2.390457e-02 145
## FAM129C 0.000000e+00 126
## CXCL1 0.000000e+00 126
## ZAP70 -6.108866e-03 245
## CD8.SK1.CD8A.AHS0228.pAbO 9.069871e-01 26
## PDCD1 4.592843e-02 131
## TNFRSF13C 2.165303e-03 163
## TNFRSF18 8.295170e-02 101
## TOP2A 5.121186e-01 22
## PAX5 8.586140e-02 99
## CCR10 0.000000e+00 126
## LY86 2.135396e-02 157
## CD8B 8.262274e-02 112
## CD27 8.138747e-02 107
## NT5E 6.932985e-02 89
## CXCR1 4.098898e-02 131
## FOXP3 8.978994e-02 114
## CD22.CD22.AHS0195.pAbO 2.515138e-01 55
## PECAM1 4.561087e-01 35
## CSF3 2.390457e-02 145
## CMTM2 -1.464567e-02 205
## CCR7 -1.545984e-02 243
## TGFB3 3.006412e-02 145
## TLR7 5.092306e-02 105
## MKI67 3.964832e-01 32
## CHI3L2 -2.968516e-02 232
## CXCR5 1.300774e-01 86
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 6.319990e-01 16
## TLR9 3.153922e-02 139
## CD14 -1.675934e-02 249
## CD103.ITGAE.AHS0001.pAbO 7.888794e-02 103
## CD95.FAS.AHS0023.pAbO 3.691278e-01 50
## IGKC 1.568344e-01 90
## CCR3 -3.504550e-02 267
## CCL20 2.037120e-02 152
## CD3.SK7.CD3E.AHS0033.pAbO 4.678711e-02 86
## LTB -2.161072e-02 227
## TCF4 -1.528215e-02 255
## STAT6 7.962976e-03 116
## CX3CR1 -4.696493e-02 267
## CD6 1.450708e-01 96
## RNASE6 7.362494e-02 118
## RGS1 6.325384e-01 29
## NRP1 6.501447e-02 112
## PMCH 1.472544e-01 93
## HLA.DQA1 7.155178e-01 27
## SELL 1.176881e-01 87
## IL15 -5.890801e-02 274
## HLA.DPA1 7.326228e-01 34
## FUT4 -1.013279e-01 304
## HMMR 3.378800e-01 42
## KLRC4 5.812754e-02 126
## CD28.CD28.2.CD28.AHS0024.pAbO 1.845190e-02 125
## PTGDR2 1.245293e-01 81
## S1PR1 3.895265e-02 140
## IGHA1_secreted -8.914757e-02 295
## SNCA 2.293622e-03 166
## MZB1 2.869594e-01 66
## TNFRSF25 2.357024e-02 150
## ICOS 6.425376e-02 123
## MCM2 4.261851e-01 46
## TNFSF13B -2.187961e-02 265
## THBS1 1.274415e-02 159
## CD1D.CD1D.AHS0219.pAbO 2.547227e-01 54
## RORC 1.789277e-01 61
## BCL11B 3.681464e-01 66
## CD160 1.176504e-01 103
## TNFSF13 -1.171223e-01 297
## CD34.581.CD34.AHS0061.pAbO 1.315226e-01 82
## IL9R -4.070487e-02 275
## PTTG2 2.481277e-01 73
## PASK -1.075271e-02 238
## KDELR1 -5.822469e-02 296
## IKZF2 -7.842319e-02 285
## KLRG1 -1.245398e-02 246
## CD79B 1.292557e-01 102
## VEGFA 2.782075e-01 74
## IL7R 6.792126e-02 121
## TSPAN32 1.601312e-02 109
## EOMES 2.606149e-01 79
## ZNF683 1.972110e-01 64
## CCR8 1.457733e-01 84
## CD94.KLRD1.AHS0085.pAbO 1.703213e+00 6
## NCAM1 -2.693892e-02 269
## CCR7.CCR7.AHS0273.pAbO 7.505860e-03 118
## FAS -8.063036e-03 254
## ITGAX 5.501475e-01 19
## CD38 2.958147e-01 71
## RORA 4.069017e-02 137
## TNFSF8 -3.458960e-02 258
## CX3CR1.CX3CR1.AHS0125.pAbO -6.372540e-03 210
## TMEM97 3.456875e-01 49
## FBXO22 -5.658292e-02 288
## CD45RO.PTPRC.AHS0036.pAbO 1.335916e-01 96
## GIMAP7 -1.681367e-01 332
## FOXO1 -3.734378e-02 266
## IgG.IGHG1_2_3_4.AHS0059.pAbO 5.735596e-01 49
## CD44 1.724849e-01 54
## FOXO3 -2.127854e-01 330
## KIR2DL1 1.079004e+00 21
## LEF1 2.488593e-01 80
## OAS1 -2.243688e-03 246
## HLA.DMA 2.885183e-01 73
## CD45RA.HI100.PTPRC.AHS0009.pAbO 4.250285e-01 28
## TRAT1 2.180657e-01 78
## CD8A 7.202238e-01 37
## PSEN1 -2.141363e-01 334
## HLA.DMB 5.858198e-01 47
## GAB2 -1.153959e-01 318
## C10orf54 1.008734e-01 64
## TARP_refseq 1.121246e-01 107
## CD81.CD81.AHS0021.pAbO 8.054839e-01 22
## IL18 -5.977710e-02 298
## FAM65B -1.883484e-01 328
## HLA.DQB1 4.590142e-01 59
## CBLB -6.870834e-02 284
## LGALS9 -1.253748e-01 320
## CNOT2 -1.035194e-01 282
## PRDM1 3.023838e-02 94
## CD33 1.437527e-01 92
## ZBTB16 -1.174781e-01 312
## CCR2 -1.567707e-01 330
## IL12RB1 -4.550111e-02 285
## CXCR6 -1.742369e-01 309
## HMGB2 2.626103e-01 53
## ANXA5 2.287813e-01 75
## IL18RAP -1.330465e-01 316
## CD279.EH12.1.PDCD1.AHS0014.pAbO 1.970280e-01 84
## TGFB1 -1.278592e-01 293
## DUSP1 -1.861999e-01 314
## LGALS3 -5.542472e-02 286
## CXCL5 -1.757205e-01 336
## GZMH 6.474037e-01 43
## KLRC1 5.339607e-01 53
## PCNA 3.193435e-01 48
## CD161.DX12.KLRB1.AHS0002.pAbO 2.431717e-01 72
## ITGAE -4.057998e-03 241
## CD74 6.085268e-01 45
## IL18R1 -8.402458e-02 298
## CD300A 2.409436e-01 83
## GNLY 3.219400e-01 68
## STAT1 6.423443e-02 113
## CTSD -2.258691e-01 329
## CD247 7.173188e-01 38
## VNN2 -1.946979e-01 342
## PDIA4 -6.938721e-02 301
## ITGA4 -1.950390e-01 328
## CD102.ICAM2.AHS0155.pAbO 9.279365e-02 112
## DPP4 -2.175693e-01 335
## CD33.WM53.CD33.AHS0044.pAbO 4.420147e-01 27
## FYN 2.640760e-01 78
## NINJ2 1.446589e-01 97
## TRAC 2.323574e-01 74
## STAT3 -1.047055e-01 283
## IGBP1 -2.984572e-01 363
## ADA -5.636473e-02 272
## IFITM3 3.675938e-01 37
## ITGAM -5.368392e-02 271
## ADGRG3 -2.630943e-01 350
## XBP1 -1.042684e-01 308
## TIAF1 -2.645749e-01 354
## CCR1 -6.095865e-02 275
## GZMA 5.540152e-01 25
## ENTPD1 -2.013453e-01 334
## PIK3AP1 -1.751195e-01 310
## IFNGR1 -3.073584e-01 359
## ATF6B -2.336762e-01 361
## FYB -2.267771e-01 348
## CD7 -1.933083e-01 327
## ITGB2 1.675934e+00 7
## GLG1 -2.284418e-01 337
## KLRF1 1.074677e+00 22
## PDIA6 6.847841e-02 126
## SPOCK2 -2.618591e-01 349
## TRDC 5.765764e-02 127
## TRIB2 -1.912772e-03 245
## FCGR3A 1.192663e+00 15
## LIPA -2.240354e-01 354
## GAPDH 3.549384e-01 56
## LAP3 -1.282373e-01 321
## KIT 2.165085e-01 61
## CST7 7.322037e-01 35
## CD2 4.244996e-01 64
## STAT4 -2.662450e-01 356
## CCR5 -1.513069e-01 313
## CCL5 5.829733e-01 48
## BTG1 7.772006e-02 72
## LYN -2.361004e-01 343
## APOBEC3G 4.614994e-01 58
## CD52 4.586177e-02 126
## LGALS1 -5.180823e-02 283
## CCR6 -2.223798e-01 353
## LAT -4.025618e-01 388
## IFITM2 1.084404e-01 93
## GZMK 1.284794e+00 14
## CXCR3 4.528887e-01 61
## BCL2 -2.543076e-01 356
## TNFSF10 -1.118116e-01 315
## CD244 -1.980889e-01 330
## GNAI2 -1.553490e-01 329
## RPN2 -1.401649e-01 325
## GIMAP5 -6.755395e-02 283
## IL32 1.508741e-01 92
## IKZF1 -1.123496e-01 315
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 1.894826e-01 90
## S100A10 -3.828837e-01 382
## VPS28 -4.486216e-01 413
## ITGAL -2.220820e-01 339
## NCR3 1.156606e-01 105
## GIMAP2 -4.518206e-01 414
## CASP5 -5.192207e-01 391
## IL4R -3.180833e-01 361
## LAT2 -9.819366e-02 303
## IL23R -3.380999e-01 390
## CASP3 -4.831581e-01 386
## LCK -1.147195e-01 303
## CD48 -4.436032e-01 406
## KLRK1 -4.478356e-01 394
## IL2RB -2.954526e-01 359
## CD3E -4.546701e-01 395
## NKG7 8.658998e-01 28
## PIK3IP1 -5.966416e-01 411
## FCER1G -3.653252e-01 386
## RUNX3 -6.184399e-01 409
## CCND2 -3.877094e-01 365
## BIN2 -6.490346e-01 433
## CD335.NCR1.AHS0068.pAbO -3.963910e-01 405
## PTPRC -6.392376e-01 421
## KLRB1 -1.607678e-01 303
## BAX -4.584630e-01 415
## CTSW -3.174732e-01 385
## TXK -6.592797e-01 422
## DOCK8 -6.771763e-01 443
## CD37 -4.457707e-01 383
## TRBC2 -6.011136e-01 435
## LAMP1 -6.363453e-01 421
## ARL4C -7.029547e-01 449
## PRF1 -6.726365e-01 425
## CXCR4 -4.762253e-01 383
## CD63 -4.436234e-01 411
## HLA.A -9.424210e-01 449
## HLA.C -9.142571e-01 456
## SELPLG -1.161641e+00 466
## mean.AUC min.AUC median.AUC
## CSF2 0.9301064 0.891010712 0.9358433
## CCL4 0.8803676 0.624619631 0.9470257
## EGR3 0.8434816 0.723745288 0.8513286
## XCL1 0.8145820 0.731350294 0.8248790
## CCL3 0.8092561 0.582015553 0.8252604
## DUSP2 0.7966845 0.539705119 0.8229847
## IER3 0.7906423 0.698838523 0.7921320
## ICAM1 0.7721715 0.688597384 0.7825478
## TNF 0.7607516 0.707963333 0.7487295
## IFNG 0.7426716 0.701613554 0.7471938
## BCL2A1 0.7417004 0.634757957 0.7611542
## MYC 0.7391491 0.649037546 0.7418259
## CCL1 0.7252597 0.685276862 0.7351296
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 0.7193918 0.590182820 0.7511535
## GZMB 0.7161609 0.596522840 0.7094467
## IRF8 0.6872014 0.514686991 0.6945705
## NAMPT 0.6844650 0.605297971 0.6690240
## CD4.SK3.CD4.AHS0032.pAbO 0.6843791 0.579989494 0.6829853
## BIRC3 0.6789634 0.587792735 0.6841893
## CD18.ITGB2.AHS0091.pAbO 0.6689845 0.513363271 0.6063785
## TBX21 0.6687957 0.537793709 0.6478711
## CD2.CD2.AHS0029.pAbO 0.6586754 0.601354413 0.6330218
## EGR1 0.6464816 0.551036976 0.6797697
## SEMA7A 0.6399810 0.529461325 0.6528414
## LTA 0.6293429 0.546523741 0.6313951
## CD69.CD69.AHS0010.pAbO 0.6178336 0.477146520 0.5765506
## FOSB 0.6132758 0.559745116 0.6236890
## FN1 0.6124887 0.548359542 0.6168745
## CD19.SJ25C1.CD19.AHS0030.pAbO 0.6087250 0.558205588 0.6012379
## IRF4 0.6076726 0.567693834 0.5797531
## CD70 0.6051489 0.435500463 0.5666263
## FASLG 0.6046359 0.488011742 0.6090252
## ZBED2 0.5999083 0.578485014 0.5945131
## CD26.DPP4.AHS0109.pAbO 0.5980362 0.442157998 0.6181266
## CD38.HIT2.CD38.AHS0022.pAbO 0.5944666 0.504090165 0.5339819
## IL2RA 0.5918971 0.429279534 0.5893277
## LIF 0.5911731 0.400383700 0.6036614
## CD226.CD226.AHS0079.pAbO 0.5879434 0.395694750 0.6379232
## CD69 0.5830863 0.479871459 0.6047579
## TNFRSF8 0.5818001 0.420860501 0.6011770
## Tim3.HAVCR2.AHS0016.pAbO 0.5814866 0.433263310 0.5461580
## TNFSF14 0.5798627 0.526799773 0.5823612
## IL13 0.5792858 0.566837302 0.5722024
## LAIR2 0.5765720 0.511523188 0.5765629
## JUNB 0.5744263 0.538969170 0.5666099
## FOSL1 0.5735336 0.550872100 0.5747000
## ITK 0.5708828 0.521552808 0.5525595
## BACH2 0.5617549 0.544227154 0.5554952
## TNFRSF1B 0.5589771 0.406045628 0.5573782
## STAT5A 0.5575969 0.532572650 0.5493498
## CD80 0.5554116 0.539040787 0.5484206
## CD39.ENTPD1.AHS0006.pAbO 0.5523656 0.260261294 0.6037774
## CD7.CD7.AHS0043.pAbO 0.5474721 0.428004774 0.4920488
## CD152.CTLA4.AHS0017.pAbO 0.5457417 0.341550061 0.5903795
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 0.5444898 0.356018948 0.5761291
## JUN 0.5439906 0.501184982 0.5480891
## IL12RB2 0.5437620 0.348657431 0.4962882
## YBX3 0.5396802 0.474419643 0.5345365
## IL1RN 0.5394823 0.511901947 0.5415816
## HLA.DRA 0.5362032 0.364095117 0.5761222
## HLA.DRB3 0.5345180 0.414473313 0.5585153
## IL3RA 0.5335935 0.506310949 0.5268841
## DUSP4 0.5327483 0.335304563 0.5419081
## IL3 0.5303492 0.518200855 0.5330180
## KLRC3 0.5288892 0.485236106 0.5070452
## FTH1 0.5281312 0.491425112 0.5267202
## IgM.IGHM.AHS0198.pAbO 0.5261271 0.484938339 0.5355438
## PYCR1 0.5239382 0.408978848 0.5327849
## CD25.2A3.IL2RA.AHS0026.pAbO 0.5237429 0.380239927 0.5360046
## CLEC2D 0.5227002 0.493572582 0.5195793
## TK1 0.5206136 0.158605594 0.6305028
## CD72 0.5178605 0.501562365 0.5224672
## UBE2C 0.5173242 0.195350619 0.6022400
## CD274 0.5160305 0.502796093 0.5191194
## TIGIT 0.5147014 0.298660006 0.4950758
## TNFRSF9 0.5145458 0.506918014 0.5162054
## CD14.MPHIP9.CD14.AHS0037.pAbO 0.5136184 0.471815629 0.5293189
## CD9 0.5135370 0.446145910 0.5198537
## HLA.DPB1 0.5128421 0.369073142 0.5301550
## IL15RA 0.5098861 0.446614164 0.5076974
## TYMS 0.5095534 0.119619465 0.6188779
## GATA3 0.5087438 0.502244465 0.5110081
## CTLA4 0.5085089 0.501974045 0.5094924
## CD314.KLRK1.AHS0065.pAbO 0.5081827 0.392480791 0.4809206
## CD3D 0.5081371 0.498450407 0.5092546
## LAMP3 0.5079939 0.501326997 0.5118037
## KIAA0101 0.5079373 0.114735767 0.6272325
## AIM2 0.5070833 0.501116300 0.5078461
## CCNB1 0.5070761 0.249136894 0.5742099
## IL1B 0.5064154 0.504500611 0.5065626
## IER5 0.5056853 0.497495783 0.5077387
## POU2AF1 0.5053443 0.504676891 0.5056265
## CD27.L128.CD27.AHS0249.pAbO 0.5052408 0.481680403 0.4996032
## CD40LG 0.5052179 0.395252442 0.5256792
## AURKB 0.5041499 0.175857868 0.5948189
## CXCL16 0.5036087 0.497153351 0.5038358
## FOXP1 0.5034574 0.479154092 0.5054373
## TCF7 0.5031959 0.498379121 0.5034890
## IL4 0.5031604 0.502194253 0.5033041
## CD40.CD40.AHS0117.pAbO 0.5029599 0.500856385 0.5023177
## B3GAT1 0.5028786 0.500587020 0.5027144
## CXCL8 0.5028383 0.501068987 0.5025601
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.5026658 0.414476801 0.5217793
## TNFRSF4 0.5026583 0.496160562 0.5027006
## MCM4 0.5024467 0.278501252 0.5621562
## IL1RL1 0.5023855 0.473510978 0.5058041
## IL6 0.5023169 0.494181790 0.5031283
## CD5.UCHT2.CD5.AHS0047.pAbO 0.5021470 0.463692204 0.4869893
## SLAMF1 0.5020203 0.499636447 0.5013652
## CD86 0.5018328 0.419563492 0.5082886
## CD200 0.5018110 0.501626647 0.5018571
## LILRB4 0.5016687 0.499244560 0.5019338
## LAG3 0.5016202 0.481041817 0.4991162
## IL6R 0.5014595 0.500643468 0.5016270
## TGFBI 0.5014048 0.499772338 0.5012521
## QPCT 0.5013710 0.467925430 0.5060707
## IL2 0.5013177 0.501067054 0.5012474
## HAVCR2 0.5010471 0.343370893 0.4906077
## CD79A 0.5010234 0.500239881 0.5009726
## MGST1 0.5009335 0.449821734 0.5181891
## SLC25A37 0.5008457 0.488908672 0.5037524
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 0.5008234 0.473067766 0.4991768
## CD215.IL15RA.AHS0212.pAbO 0.5007915 0.380909035 0.4837222
## ADGRE1 0.5007364 0.498732722 0.5012873
## CD3G 0.5007290 0.499989177 0.5006474
## SLC7A7 0.5006733 0.500208579 0.5006208
## CLEC4D 0.5005398 0.500413420 0.5005714
## IL12A 0.5005397 0.500134926 0.5005409
## CCL22 0.5005050 0.500397364 0.5005714
## IL1R2 0.5004286 0.500428571 0.5004286
## S100A9 0.5003917 0.499788156 0.5003343
## IL5 0.5003579 0.499764628 0.5005714
## BCL6 0.5002783 0.499265584 0.4996148
## VMO1 0.5002697 0.499856532 0.5000804
## CD127.IL7R.AHS0028.pAbO 0.5002318 0.396351038 0.4872268
## CCL2 0.5002095 0.499851904 0.5002707
## EPX 0.5001429 0.500142857 0.5001429
## IL22 0.5001429 0.500142857 0.5001429
## LRRC32 0.5001429 0.500142857 0.5001429
## CXCL3 0.5001255 0.500055850 0.5001429
## SPP1 0.5001255 0.500055850 0.5001429
## CLEC4E 0.5000967 0.499912164 0.5001429
## PI3 0.5000793 0.499912164 0.5001429
## CD24 0.5000777 0.499148962 0.5000154
## KCNE3 0.5000707 0.499782264 0.5001429
## CD28 0.5000627 0.499638754 0.5001979
## GZMM 0.5000154 0.499470645 0.5000680
## ALAS2 0.5000000 0.500000000 0.5000000
## APOE 0.5000000 0.500000000 0.5000000
## AQP9 0.5000000 0.500000000 0.5000000
## AZU1 0.5000000 0.500000000 0.5000000
## BLK 0.5000000 0.500000000 0.5000000
## BLNK 0.5000000 0.500000000 0.5000000
## BPI 0.5000000 0.500000000 0.5000000
## C1QA 0.5000000 0.500000000 0.5000000
## C1QB 0.5000000 0.500000000 0.5000000
## CCL13 0.5000000 0.500000000 0.5000000
## CCL17 0.5000000 0.500000000 0.5000000
## CCL19 0.5000000 0.500000000 0.5000000
## CCR9 0.5000000 0.500000000 0.5000000
## CD1B 0.5000000 0.500000000 0.5000000
## CD209 0.5000000 0.500000000 0.5000000
## CD22 0.5000000 0.500000000 0.5000000
## CD34 0.5000000 0.500000000 0.5000000
## CEACAM8 0.5000000 0.500000000 0.5000000
## CHI3L1 0.5000000 0.500000000 0.5000000
## CLC 0.5000000 0.500000000 0.5000000
## CLEC10A 0.5000000 0.500000000 0.5000000
## CPA3 0.5000000 0.500000000 0.5000000
## CXCL11 0.5000000 0.500000000 0.5000000
## CXCL13 0.5000000 0.500000000 0.5000000
## CXCL9 0.5000000 0.500000000 0.5000000
## DEFA3 0.5000000 0.500000000 0.5000000
## DEFA4 0.5000000 0.500000000 0.5000000
## EBF1 0.5000000 0.500000000 0.5000000
## ELANE 0.5000000 0.500000000 0.5000000
## F13A1 0.5000000 0.500000000 0.5000000
## FCER1A 0.5000000 0.500000000 0.5000000
## FCER2 0.5000000 0.500000000 0.5000000
## FCN1 0.5000000 0.500000000 0.5000000
## GHR 0.5000000 0.500000000 0.5000000
## IGHD_membrane 0.5000000 0.500000000 0.5000000
## IGHE_secreted 0.5000000 0.500000000 0.5000000
## IGHG1_membrane 0.5000000 0.500000000 0.5000000
## IGHG2_secreted 0.5000000 0.500000000 0.5000000
## IGHG4_secreted 0.5000000 0.500000000 0.5000000
## IGLC3 0.5000000 0.500000000 0.5000000
## IL17A 0.5000000 0.500000000 0.5000000
## IL17F 0.5000000 0.500000000 0.5000000
## IL21 0.5000000 0.500000000 0.5000000
## IL25 0.5000000 0.500000000 0.5000000
## IL31 0.5000000 0.500000000 0.5000000
## IL33 0.5000000 0.500000000 0.5000000
## IL9 0.5000000 0.500000000 0.5000000
## MME 0.5000000 0.500000000 0.5000000
## MMP12 0.5000000 0.500000000 0.5000000
## S100A12 0.5000000 0.500000000 0.5000000
## TCL1A 0.5000000 0.500000000 0.5000000
## TLR8 0.5000000 0.500000000 0.5000000
## TNFRSF17 0.5000000 0.500000000 0.5000000
## VPREB3 0.5000000 0.500000000 0.5000000
## AOC3 0.4999826 0.499912968 0.5000000
## CMKLR1 0.4999785 0.497790293 0.5004226
## ARG1 0.4999769 0.499884686 0.5000000
## CD36 0.4999769 0.499884686 0.5000000
## CNTNAP3 0.4999769 0.499884686 0.5000000
## FLT3 0.4999769 0.499884686 0.5000000
## IGHG1_secreted 0.4999769 0.499884686 0.5000000
## IGHG3_secreted 0.4999769 0.499884686 0.5000000
## RNASE2 0.4999769 0.499884686 0.5000000
## CXCL2 0.4999684 0.499842172 0.5000000
## MS4A1 0.4999652 0.499825936 0.5000000
## TREM1 0.4999625 0.498575702 0.5000174
## CCR4 0.4999595 0.499884686 0.5000000
## IFNA1 0.4999595 0.499884686 0.5000000
## CD5 0.4999503 0.498311914 0.4999544
## CD163 0.4999421 0.499825936 0.5000000
## CD4 0.4999330 0.499390584 0.4997971
## BTLA 0.4999308 0.499654059 0.5000000
## CTSG 0.4999265 0.497014464 0.5009243
## CD40 0.4999244 0.499165224 0.4999933
## MMP9 0.4999134 0.499654059 0.5000000
## F5 0.4999117 0.499074176 0.5001429
## CR2 0.4999021 0.499684343 0.5000000
## CD1C 0.4998786 0.499654059 0.5000000
## CXCL10 0.4998634 0.499421671 0.5000275
## CXCR2 0.4998053 0.499323007 0.4997365
## IGHM_membrane 0.4998048 0.499274776 0.4997070
## MITF 0.4997863 0.498931624 0.5000000
## JCHAIN 0.4997548 0.498931624 0.5000000
## CD1A 0.4997475 0.494533284 0.5019137
## IGHM_secreted 0.4997406 0.499308118 0.4998422
## THBD 0.4997341 0.498931624 0.5000000
## TLR2 0.4996792 0.497504579 0.5000171
## TPSAB1 0.4996356 0.495651099 0.5006513
## VSIG4 0.4996346 0.498006105 0.4999687
## FAM129C 0.4996163 0.498931624 0.4996843
## CXCL1 0.4995726 0.497863248 0.5000000
## ZAP70 0.4995715 0.486663185 0.4982393
## CD8.SK1.CD8A.AHS0228.pAbO 0.4994933 0.313783613 0.4833423
## PDCD1 0.4994848 0.497326192 0.4996238
## TNFRSF13C 0.4994601 0.498147741 0.4999250
## TNFRSF18 0.4994183 0.465069902 0.5042629
## TOP2A 0.4993343 0.142046883 0.5927680
## PAX5 0.4993285 0.492064205 0.4997530
## CCR10 0.4993169 0.497863248 0.4998259
## LY86 0.4992957 0.497791328 0.4988090
## CD8B 0.4992329 0.496947466 0.4987356
## CD27 0.4990981 0.495064665 0.5004055
## NT5E 0.4989720 0.490734432 0.5008520
## CXCR1 0.4988695 0.496967580 0.4985330
## FOXP3 0.4987799 0.479726954 0.4987986
## CD22.CD22.AHS0195.pAbO 0.4987605 0.408688034 0.5012761
## PECAM1 0.4986698 0.312162393 0.4993562
## CSF3 0.4985706 0.493730769 0.4999122
## CMTM2 0.4985666 0.493795482 0.5000045
## CCR7 0.4985445 0.495219327 0.4994040
## TGFB3 0.4984279 0.496000767 0.4981967
## TLR7 0.4984222 0.490018926 0.5004531
## MKI67 0.4982868 0.261183118 0.5626271
## CHI3L2 0.4980477 0.494757404 0.4988849
## CXCR5 0.4979942 0.477256716 0.5015629
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.4979607 0.299573144 0.4504859
## TLR9 0.4979115 0.492594017 0.4991842
## CD14 0.4976724 0.494379659 0.4993674
## CD103.ITGAE.AHS0001.pAbO 0.4968653 0.472252137 0.4979139
## CD95.FAS.AHS0023.pAbO 0.4967530 0.337816239 0.5210948
## IGKC 0.4965310 0.454586691 0.5051480
## CCR3 0.4964932 0.492529040 0.4969753
## CCL20 0.4961583 0.482530830 0.4992921
## CD3.SK7.CD3E.AHS0033.pAbO 0.4961459 0.483653236 0.4936061
## LTB 0.4959441 0.486265263 0.4986107
## TCF4 0.4959403 0.476505495 0.5009302
## STAT6 0.4959325 0.479281313 0.4979720
## CX3CR1 0.4957571 0.492254419 0.4962517
## CD6 0.4957060 0.481697736 0.5000912
## RNASE6 0.4956492 0.484661933 0.4957237
## RGS1 0.4956412 0.348094654 0.5087931
## NRP1 0.4954996 0.471557692 0.4945181
## PMCH 0.4943933 0.459975885 0.4963923
## HLA.DQA1 0.4943716 0.262645896 0.4226876
## SELL 0.4937811 0.472937088 0.4831383
## IL15 0.4937762 0.482084421 0.4932339
## HLA.DPA1 0.4931849 0.342570473 0.4988457
## FUT4 0.4926767 0.477657683 0.4962160
## HMMR 0.4926767 0.235920631 0.5582239
## KLRC4 0.4921554 0.479037744 0.4848262
## CD28.CD28.2.CD28.AHS0024.pAbO 0.4921100 0.463709707 0.4989591
## PTGDR2 0.4918497 0.438373321 0.5048181
## S1PR1 0.4918228 0.468225191 0.4897250
## IGHA1_secreted 0.4910554 0.484121979 0.4921332
## SNCA 0.4907558 0.477985958 0.4864731
## MZB1 0.4898343 0.384660773 0.5014441
## TNFRSF25 0.4898090 0.451546398 0.4991357
## ICOS 0.4896449 0.423122670 0.4905150
## MCM2 0.4894432 0.280695275 0.5381143
## TNFSF13B 0.4894205 0.466077228 0.4854360
## THBS1 0.4893134 0.470999677 0.4944125
## CD1D.CD1D.AHS0219.pAbO 0.4886834 0.414901709 0.4801837
## RORC 0.4886133 0.399047314 0.5086368
## BCL11B 0.4882629 0.462445934 0.4790007
## CD160 0.4880258 0.462778589 0.4915577
## TNFSF13 0.4879431 0.476403131 0.4919535
## CD34.581.CD34.AHS0061.pAbO 0.4875644 0.410460317 0.4883548
## IL9R 0.4866080 0.454239927 0.4923720
## PTTG2 0.4854383 0.293043028 0.5250733
## PASK 0.4848869 0.392680054 0.5018241
## KDELR1 0.4847868 0.447628723 0.4829592
## IKZF2 0.4841996 0.451211233 0.4907655
## KLRG1 0.4837919 0.465619734 0.4832790
## CD79B 0.4826279 0.450894751 0.4847746
## VEGFA 0.4823804 0.376316062 0.4878852
## IL7R 0.4820214 0.461247253 0.4836558
## TSPAN32 0.4814405 0.456266789 0.4833714
## EOMES 0.4805563 0.451631919 0.4745051
## ZNF683 0.4798883 0.386385531 0.4945947
## CCR8 0.4798121 0.401474664 0.4930994
## CD94.KLRD1.AHS0085.pAbO 0.4794222 0.296564033 0.3832695
## NCAM1 0.4789283 0.427278702 0.4758811
## CCR7.CCR7.AHS0273.pAbO 0.4786447 0.425568376 0.4881384
## FAS 0.4773776 0.412868378 0.5085378
## ITGAX 0.4764539 0.162010071 0.5106158
## CD38 0.4764535 0.398297608 0.5069041
## RORA 0.4756628 0.443229978 0.4659631
## TNFSF8 0.4749628 0.422080898 0.4832106
## CX3CR1.CX3CR1.AHS0125.pAbO 0.4748910 0.432040904 0.4745345
## TMEM97 0.4740019 0.318059219 0.5070004
## FBXO22 0.4732854 0.409429560 0.4659665
## CD45RO.PTPRC.AHS0036.pAbO 0.4729886 0.394847152 0.4596554
## GIMAP7 0.4723222 0.460212508 0.4668223
## FOXO1 0.4723106 0.426648539 0.4827475
## IgG.IGHG1_2_3_4.AHS0059.pAbO 0.4719024 0.233233856 0.4902209
## CD44 0.4712067 0.375388889 0.4944223
## FOXO3 0.4711714 0.463526694 0.4715205
## KIR2DL1 0.4706171 0.307208514 0.4352119
## LEF1 0.4705313 0.330451797 0.4556457
## OAS1 0.4687173 0.398584160 0.4692425
## HLA.DMA 0.4684541 0.383286703 0.4710344
## CD45RA.HI100.PTPRC.AHS0009.pAbO 0.4678088 0.352358846 0.4344090
## TRAT1 0.4675092 0.396144299 0.4762019
## CD8A 0.4674565 0.285074375 0.4372847
## PSEN1 0.4660398 0.453176129 0.4650778
## HLA.DMB 0.4657070 0.391792370 0.4283825
## GAB2 0.4653562 0.433173432 0.4633019
## C10orf54 0.4653321 0.392881189 0.4592756
## TARP_refseq 0.4625873 0.396835859 0.4521217
## CD81.CD81.AHS0021.pAbO 0.4582417 0.348415140 0.4000047
## IL18 0.4579502 0.405877857 0.4585483
## FAM65B 0.4567866 0.438597265 0.4513901
## HLA.DQB1 0.4552121 0.305979504 0.3862110
## CBLB 0.4523833 0.408357549 0.4426133
## LGALS9 0.4520423 0.373580157 0.4664384
## CNOT2 0.4512537 0.424595425 0.4552692
## PRDM1 0.4512022 0.348287653 0.4906364
## CD33 0.4497782 0.267224664 0.4672125
## ZBTB16 0.4458181 0.383941086 0.4593424
## CCR2 0.4449715 0.406634713 0.4474465
## IL12RB1 0.4439274 0.369542430 0.4413554
## CXCR6 0.4394014 0.383699720 0.4362832
## HMGB2 0.4380692 0.097799124 0.5012360
## ANXA5 0.4367941 0.288814444 0.5096875
## IL18RAP 0.4364336 0.378646720 0.4372735
## CD279.EH12.1.PDCD1.AHS0014.pAbO 0.4349065 0.357117932 0.4373107
## TGFB1 0.4338879 0.387442325 0.4326361
## DUSP1 0.4336201 0.373787202 0.4632289
## LGALS3 0.4319014 0.193314103 0.4924276
## CXCL5 0.4286979 0.395227717 0.4076567
## GZMH 0.4275472 0.301138167 0.3872618
## KLRC1 0.4273860 0.316839022 0.4157752
## PCNA 0.4266701 0.171750264 0.4526569
## CD161.DX12.KLRB1.AHS0002.pAbO 0.4262542 0.265457265 0.4085718
## ITGAE 0.4252927 0.272413844 0.4305615
## CD74 0.4249600 0.289351633 0.3585593
## IL18R1 0.4249100 0.337663857 0.4419962
## CD300A 0.4211355 0.175137014 0.4767052
## GNLY 0.4200886 0.272991794 0.3815369
## STAT1 0.4197908 0.302036325 0.3899078
## CTSD 0.4171658 0.363439413 0.4252047
## CD247 0.4158587 0.263257395 0.3587873
## VNN2 0.4156402 0.337196295 0.4356911
## PDIA4 0.4147888 0.324710464 0.3891987
## ITGA4 0.4144684 0.364526154 0.3951412
## CD102.ICAM2.AHS0155.pAbO 0.4141716 0.263986569 0.4306901
## DPP4 0.4141090 0.299672180 0.4461690
## CD33.WM53.CD33.AHS0044.pAbO 0.4132418 0.230369963 0.4070021
## FYN 0.4127916 0.306301587 0.3911154
## NINJ2 0.4116368 0.314342981 0.3969419
## TRAC 0.4096820 0.306184371 0.4118748
## STAT3 0.4089620 0.346675824 0.4200965
## IGBP1 0.4084676 0.385948718 0.4147640
## ADA 0.4071299 0.309979784 0.4358434
## IFITM3 0.4069427 0.200629815 0.3711705
## ITGAM 0.4067655 0.329239587 0.3980694
## ADGRG3 0.4060308 0.334182495 0.4143394
## XBP1 0.4059496 0.310912943 0.4437833
## TIAF1 0.4039829 0.333913004 0.4158979
## CCR1 0.4027088 0.259899242 0.4310027
## GZMA 0.4016079 0.195086691 0.3208470
## ENTPD1 0.4015601 0.269261600 0.4383576
## PIK3AP1 0.4007531 0.327826344 0.4015193
## IFNGR1 0.3989828 0.371222268 0.3964444
## ATF6B 0.3979286 0.358592943 0.3843367
## FYB 0.3958377 0.273298918 0.4246521
## CD7 0.3955698 0.308066766 0.4085297
## ITGB2 0.3889054 0.176966405 0.3106233
## GLG1 0.3816951 0.248633700 0.4056659
## KLRF1 0.3780955 0.202452246 0.3122472
## PDIA6 0.3767541 0.227710991 0.3610623
## SPOCK2 0.3752191 0.247130186 0.4253641
## TRDC 0.3746180 0.229187500 0.3812949
## TRIB2 0.3730107 0.237469780 0.4163341
## FCGR3A 0.3728032 0.104829726 0.3546230
## LIPA 0.3718437 0.259819597 0.3909572
## GAPDH 0.3709340 0.196765419 0.3954613
## LAP3 0.3700934 0.295075646 0.3502347
## KIT 0.3675874 0.098512210 0.4186266
## CST7 0.3668508 0.229880321 0.3128700
## CD2 0.3664188 0.228306403 0.3312886
## STAT4 0.3647182 0.287831807 0.3674876
## CCR5 0.3635817 0.247263658 0.3552593
## CCL5 0.3622422 0.035829591 0.4460400
## BTG1 0.3609699 0.132712256 0.3985296
## LYN 0.3572883 0.262009325 0.3588248
## APOBEC3G 0.3571829 0.201911113 0.3217054
## CD52 0.3545072 0.069350122 0.4741804
## LGALS1 0.3534691 0.162233211 0.3447454
## CCR6 0.3526252 0.233282183 0.3779495
## LAT 0.3523021 0.306344246 0.3430048
## IFITM2 0.3511784 0.203471917 0.3067955
## GZMK 0.3483812 0.096585227 0.2990022
## CXCR3 0.3478569 0.238575905 0.3018841
## BCL2 0.3468605 0.247661867 0.3303971
## TNFSF10 0.3406499 0.192074786 0.3596956
## CD244 0.3375816 0.270833198 0.3271406
## GNAI2 0.3358976 0.220523199 0.3091011
## RPN2 0.3356967 0.250615742 0.3114044
## GIMAP5 0.3315472 0.209642496 0.3439079
## IL32 0.3258620 0.075775031 0.3374384
## IKZF1 0.3236401 0.193811355 0.3161606
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 0.3201866 0.138154221 0.3303769
## S100A10 0.3195808 0.215752636 0.3531112
## VPS28 0.3168123 0.280866606 0.3129195
## ITGAL 0.3164532 0.184257541 0.3246224
## NCR3 0.3155359 0.226443227 0.2596825
## GIMAP2 0.3143124 0.277676787 0.3007058
## CASP5 0.3126180 0.224524396 0.3262339
## IL4R 0.3107825 0.243122204 0.2846505
## LAT2 0.3091603 0.207721805 0.2998061
## IL23R 0.3037320 0.203467413 0.3041512
## CASP3 0.3035442 0.238884324 0.2893095
## LCK 0.2998388 0.207863276 0.2457445
## CD48 0.2977245 0.232887057 0.2825347
## KLRK1 0.2863678 0.235873557 0.2825537
## IL2RB 0.2752476 0.086310332 0.2976108
## CD3E 0.2703066 0.155075121 0.2984245
## NKG7 0.2689151 0.061726596 0.1927756
## PIK3IP1 0.2682318 0.051449585 0.3216518
## FCER1G 0.2661984 0.121949049 0.2765059
## RUNX3 0.2631053 0.190143579 0.2662519
## CCND2 0.2620808 0.192704823 0.2421451
## BIN2 0.2593046 0.212301542 0.2361392
## CD335.NCR1.AHS0068.pAbO 0.2581657 0.151120279 0.2846349
## PTPRC 0.2564284 0.182561147 0.2757420
## KLRB1 0.2541534 0.100651709 0.2727934
## BAX 0.2536359 0.216292501 0.2266276
## CTSW 0.2467169 0.096613478 0.2575218
## TXK 0.2454296 0.131648810 0.2877949
## DOCK8 0.2447905 0.183832251 0.2487848
## CD37 0.2431841 0.099871077 0.2261967
## TRBC2 0.2386692 0.183752525 0.2152564
## LAMP1 0.2381673 0.168394977 0.2193205
## ARL4C 0.2306832 0.158149576 0.2400975
## PRF1 0.2306345 0.103109661 0.2173617
## CXCR4 0.2066599 0.008428797 0.1596250
## CD63 0.2050034 0.063054945 0.2261492
## HLA.A 0.1943675 0.080838654 0.2122736
## HLA.C 0.1834312 0.091009650 0.1815160
## SELPLG 0.1347383 0.039987554 0.1250150
## max.AUC rank.AUC
## CSF2 0.9643477 1
## CCL4 0.9827366 1
## EGR3 0.9036572 3
## XCL1 0.8732799 4
## CCL3 0.9437869 3
## DUSP2 0.9233703 4
## IER3 0.8549115 2
## ICAM1 0.8274007 7
## TNF 0.8574453 5
## IFNG 0.7618218 9
## BCL2A1 0.8123516 12
## MYC 0.8345675 7
## CCL1 0.7435324 3
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 0.8590971 9
## GZMB 0.8128214 6
## IRF8 0.8227262 11
## NAMPT 0.7617009 16
## CD4.SK3.CD4.AHS0032.pAbO 0.7679312 14
## BIRC3 0.8261625 9
## CD18.ITGB2.AHS0091.pAbO 0.9462167 2
## TBX21 0.7849988 17
## CD2.CD2.AHS0029.pAbO 0.7902650 16
## EGR1 0.7317156 17
## SEMA7A 0.6961190 21
## LTA 0.6916929 28
## CD69.CD69.AHS0010.pAbO 0.8185400 10
## FOSB 0.6347688 26
## FN1 0.6826257 14
## CD19.SJ25C1.CD19.AHS0030.pAbO 0.6975714 33
## IRF4 0.6630770 30
## CD70 0.7591316 17
## FASLG 0.7064802 30
## ZBED2 0.6192472 36
## CD26.DPP4.AHS0109.pAbO 0.7379018 20
## CD38.HIT2.CD38.AHS0022.pAbO 0.8672424 8
## IL2RA 0.7784156 12
## LIF 0.7353640 12
## CD226.CD226.AHS0079.pAbO 0.7148317 7
## CD69 0.6887152 24
## TNFRSF8 0.6539393 16
## Tim3.HAVCR2.AHS0016.pAbO 0.7329113 19
## TNFSF14 0.6133230 35
## IL13 0.5955872 40
## LAIR2 0.6242888 44
## JUNB 0.6021470 42
## FOSL1 0.5936129 41
## ITK 0.6270453 27
## BACH2 0.5789930 49
## TNFRSF1B 0.6493776 36
## STAT5A 0.5892590 48
## CD80 0.5888727 51
## CD39.ENTPD1.AHS0006.pAbO 0.6982393 24
## CD7.CD7.AHS0043.pAbO 0.7038505 20
## CD152.CTLA4.AHS0017.pAbO 0.6139790 35
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 0.6224320 27
## JUN 0.5749436 63
## IL12RB2 0.7823022 18
## YBX3 0.6142067 64
## IL1RN 0.5527059 55
## HLA.DRA 0.6910495 33
## HLA.DRB3 0.6650833 45
## IL3RA 0.5573837 61
## DUSP4 0.6581447 35
## IL3 0.5346811 59
## KLRC3 0.6313129 56
## FTH1 0.5583810 82
## IgM.IGHM.AHS0198.pAbO 0.5464101 58
## PYCR1 0.5865868 52
## CD25.2A3.IL2RA.AHS0026.pAbO 0.6339347 40
## CLEC2D 0.5486284 78
## TK1 0.6585589 18
## CD72 0.5257045 68
## UBE2C 0.6100306 29
## CD274 0.5233997 69
## TIGIT 0.7375937 25
## TNFRSF9 0.5191429 73
## CD14.MPHIP9.CD14.AHS0037.pAbO 0.5426509 60
## CD9 0.5482453 66
## HLA.DPB1 0.6612607 48
## IL15RA 0.5661884 80
## TYMS 0.6725347 19
## GATA3 0.5155718 97
## CTLA4 0.5137265 84
## CD314.KLRK1.AHS0065.pAbO 0.7113336 23
## CD3D 0.5157732 72
## LAMP3 0.5121359 105
## KIAA0101 0.6706034 24
## AIM2 0.5132126 87
## CCNB1 0.5995330 37
## IL1B 0.5077143 83
## IER5 0.5089735 123
## POU2AF1 0.5057143 88
## CD27.L128.CD27.AHS0249.pAbO 0.5333590 85
## CD40LG 0.5445558 62
## AURKB 0.6013539 34
## CXCL16 0.5104674 90
## FOXP1 0.5307954 86
## TCF7 0.5062712 89
## IL4 0.5040000 94
## CD40.CD40.AHS0117.pAbO 0.5054770 109
## B3GAT1 0.5056438 92
## CXCL8 0.5041118 95
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.5582295 64
## TNFRSF4 0.5072597 93
## MCM4 0.6350857 35
## IL1RL1 0.5322940 94
## IL6 0.5087661 118
## CD5.UCHT2.CD5.AHS0047.pAbO 0.5469659 71
## SLAMF1 0.5045220 111
## CD86 0.5386178 79
## CD200 0.5018571 99
## LILRB4 0.5026826 98
## LAG3 0.5167543 111
## IL6R 0.5017143 100
## TGFBI 0.5033412 147
## QPCT 0.5294405 86
## IL2 0.5018571 106
## HAVCR2 0.6843681 40
## CD79A 0.5017118 108
## MGST1 0.5223592 98
## SLC25A37 0.5076919 128
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 0.5186009 99
## CD215.IL15RA.AHS0212.pAbO 0.6330836 22
## ADGRE1 0.5027143 141
## CD3G 0.5015714 112
## SLC7A7 0.5011122 113
## CLEC4D 0.5005714 114
## IL12A 0.5008571 121
## CCL22 0.5005714 114
## IL1R2 0.5004286 119
## S100A9 0.5008571 124
## IL5 0.5005714 163
## BCL6 0.5029870 159
## VMO1 0.5009165 170
## CD127.IL7R.AHS0028.pAbO 0.5958962 36
## CCL2 0.5004286 159
## EPX 0.5001429 127
## IL22 0.5001429 127
## LRRC32 0.5001429 127
## CXCL3 0.5001429 127
## SPP1 0.5001429 127
## CLEC4E 0.5001429 175
## PI3 0.5001429 176
## CD24 0.5009693 136
## KCNE3 0.5001429 127
## CD28 0.5004286 125
## GZMM 0.5004286 123
## ALAS2 0.5000000 138
## APOE 0.5000000 138
## AQP9 0.5000000 138
## AZU1 0.5000000 138
## BLK 0.5000000 138
## BLNK 0.5000000 138
## BPI 0.5000000 138
## C1QA 0.5000000 138
## C1QB 0.5000000 138
## CCL13 0.5000000 138
## CCL17 0.5000000 138
## CCL19 0.5000000 138
## CCR9 0.5000000 138
## CD1B 0.5000000 138
## CD209 0.5000000 138
## CD22 0.5000000 138
## CD34 0.5000000 138
## CEACAM8 0.5000000 138
## CHI3L1 0.5000000 138
## CLC 0.5000000 138
## CLEC10A 0.5000000 138
## CPA3 0.5000000 138
## CXCL11 0.5000000 138
## CXCL13 0.5000000 138
## CXCL9 0.5000000 138
## DEFA3 0.5000000 138
## DEFA4 0.5000000 138
## EBF1 0.5000000 138
## ELANE 0.5000000 138
## F13A1 0.5000000 138
## FCER1A 0.5000000 138
## FCER2 0.5000000 138
## FCN1 0.5000000 138
## GHR 0.5000000 138
## IGHD_membrane 0.5000000 138
## IGHE_secreted 0.5000000 138
## IGHG1_membrane 0.5000000 138
## IGHG2_secreted 0.5000000 138
## IGHG4_secreted 0.5000000 138
## IGLC3 0.5000000 138
## IL17A 0.5000000 138
## IL17F 0.5000000 138
## IL21 0.5000000 138
## IL25 0.5000000 138
## IL31 0.5000000 138
## IL33 0.5000000 138
## IL9 0.5000000 138
## MME 0.5000000 138
## MMP12 0.5000000 138
## S100A12 0.5000000 138
## TCL1A 0.5000000 138
## TLR8 0.5000000 138
## TNFRSF17 0.5000000 138
## VPREB3 0.5000000 138
## AOC3 0.5000000 138
## CMKLR1 0.5010000 120
## ARG1 0.5000000 185
## CD36 0.5000000 185
## CNTNAP3 0.5000000 185
## FLT3 0.5000000 185
## IGHG1_secreted 0.5000000 185
## IGHG3_secreted 0.5000000 185
## RNASE2 0.5000000 185
## CXCL2 0.5000000 138
## MS4A1 0.5000000 138
## TREM1 0.5007143 173
## CCR4 0.5000000 185
## IFNA1 0.5000000 185
## CD5 0.5010000 158
## CD163 0.5000000 185
## CD4 0.5004286 167
## BTLA 0.5000000 185
## CTSG 0.5012857 151
## CD40 0.5004286 167
## MMP9 0.5000000 185
## F5 0.5001429 127
## CR2 0.5000000 138
## CD1C 0.5000000 185
## CXCL10 0.5001429 135
## CXCR2 0.5004286 167
## IGHM_membrane 0.5004286 172
## MITF 0.5000000 138
## JCHAIN 0.5000000 138
## CD1A 0.5030000 137
## IGHM_secreted 0.5000000 185
## THBD 0.5000000 138
## TLR2 0.5004837 118
## TPSAB1 0.5010000 126
## VSIG4 0.5001429 184
## FAM129C 0.5000000 138
## CXCL1 0.5000000 138
## ZAP70 0.5093626 119
## CD8.SK1.CD8A.AHS0228.pAbO 0.6806282 43
## PDCD1 0.5005714 157
## TNFRSF13C 0.5001986 174
## TNFRSF18 0.5128365 96
## TOP2A 0.6099048 30
## PAX5 0.5050421 145
## CCR10 0.5000000 138
## LY86 0.5017833 146
## CD8B 0.5018571 143
## CD27 0.5017143 116
## NT5E 0.5014286 110
## CXCR1 0.5004286 167
## FOXP3 0.5104515 118
## CD22.CD22.AHS0195.pAbO 0.5721139 51
## PECAM1 0.6329616 32
## CSF3 0.5001429 184
## CMTM2 0.5017672 137
## CCR7 0.5002630 171
## TGFB3 0.5007891 160
## TLR7 0.5007143 122
## MKI67 0.5774563 47
## CHI3L2 0.4994788 230
## CXCR5 0.5061098 102
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.6940805 10
## TLR9 0.5007815 172
## CD14 0.5003228 182
## CD103.ITGAE.AHS0001.pAbO 0.5218805 93
## CD95.FAS.AHS0023.pAbO 0.5907389 52
## IGKC 0.5121488 104
## CCR3 0.4996201 257
## CCL20 0.5003661 166
## CD3.SK7.CD3E.AHS0033.pAbO 0.5075191 80
## LTB 0.5004871 117
## TCF4 0.5022854 150
## STAT6 0.5098594 75
## CX3CR1 0.4999158 257
## CD6 0.5081538 122
## RNASE6 0.5075962 124
## RGS1 0.6625127 30
## NRP1 0.5098276 121
## PMCH 0.5156644 85
## HLA.DQA1 0.6884184 28
## SELL 0.5157359 105
## IL15 0.5045824 131
## HLA.DPA1 0.7083251 29
## FUT4 0.5058757 144
## HMMR 0.5724706 60
## KLRC4 0.5189255 107
## CD28.CD28.2.CD28.AHS0024.pAbO 0.5092242 122
## PTGDR2 0.5066051 91
## S1PR1 0.5145864 112
## IGHA1_secreted 0.4967980 272
## SNCA 0.5057499 139
## MZB1 0.6046926 52
## TNFRSF25 0.5003662 165
## ICOS 0.5346978 92
## MCM2 0.6254007 40
## TNFSF13B 0.5065764 132
## THBS1 0.5042248 146
## CD1D.CD1D.AHS0219.pAbO 0.5706198 53
## RORC 0.5141932 77
## BCL11B 0.5554802 82
## CD160 0.5083349 121
## TNFSF13 0.4927375 283
## CD34.581.CD34.AHS0061.pAbO 0.5400363 78
## IL9R 0.5006778 163
## PTTG2 0.5793976 66
## PASK 0.5182348 105
## KDELR1 0.5083281 136
## IKZF2 0.4990604 275
## KLRG1 0.5007637 161
## CD79B 0.5110345 115
## VEGFA 0.5836914 70
## IL7R 0.5050360 132
## TSPAN32 0.5074035 82
## EOMES 0.5424811 88
## ZNF683 0.5282613 88
## CCR8 0.5102523 120
## CD94.KLRD1.AHS0085.pAbO 0.8890342 6
## NCAM1 0.5174184 101
## CCR7.CCR7.AHS0273.pAbO 0.5015943 101
## FAS 0.5190947 104
## ITGAX 0.6488853 15
## CD38 0.5578233 81
## RORA 0.5199969 104
## TNFSF8 0.5074179 125
## CX3CR1.CX3CR1.AHS0125.pAbO 0.4997843 260
## TMEM97 0.6101328 41
## FBXO22 0.5288817 106
## CD45RO.PTPRC.AHS0036.pAbO 0.5523523 75
## GIMAP7 0.4897557 316
## FOXO1 0.5046169 130
## IgG.IGHG1_2_3_4.AHS0059.pAbO 0.7149933 28
## CD44 0.5488009 50
## FOXO3 0.4799806 313
## KIR2DL1 0.7601136 23
## LEF1 0.5806163 71
## OAS1 0.5132537 109
## HLA.DMA 0.5913825 67
## CD45RA.HI100.PTPRC.AHS0009.pAbO 0.6275943 23
## TRAT1 0.5373218 92
## CD8A 0.6687662 44
## PSEN1 0.4778111 324
## HLA.DMB 0.6498523 52
## GAB2 0.5033099 149
## C10orf54 0.5209202 65
## TARP_refseq 0.5197412 114
## CD81.CD81.AHS0021.pAbO 0.7168488 22
## IL18 0.5068488 131
## FAM65B 0.4795498 315
## HLA.DQB1 0.6244444 59
## CBLB 0.4983217 277
## LGALS9 0.4938104 310
## CNOT2 0.4635790 319
## PRDM1 0.5074146 81
## CD33 0.5564914 76
## ZBTB16 0.4926397 302
## CCR2 0.4879986 321
## IL12RB1 0.5206631 113
## CXCR6 0.4827729 311
## HMGB2 0.5483695 74
## ANXA5 0.5546725 73
## IL18RAP 0.4813324 315
## CD279.EH12.1.PDCD1.AHS0014.pAbO 0.5103313 117
## TGFB1 0.4769519 302
## DUSP1 0.4682600 321
## LGALS3 0.4961733 290
## CXCL5 0.4686077 341
## GZMH 0.6537601 50
## KLRC1 0.6391679 55
## PCNA 0.5693665 55
## CD161.DX12.KLRB1.AHS0002.pAbO 0.5559865 72
## ITGAE 0.5110205 116
## CD74 0.6620116 47
## IL18R1 0.5031847 156
## CD300A 0.5597784 79
## GNLY 0.5491273 85
## STAT1 0.5348330 82
## CTSD 0.4449282 336
## CD247 0.6930739 35
## VNN2 0.4655828 343
## PDIA4 0.4882494 324
## ITGA4 0.4812512 316
## CD102.ICAM2.AHS0155.pAbO 0.5229528 98
## DPP4 0.4645446 338
## CD33.WM53.CD33.AHS0044.pAbO 0.5771475 50
## FYN 0.5691151 76
## NINJ2 0.5544386 83
## TRAC 0.5754602 62
## STAT3 0.4718275 309
## IGBP1 0.4273699 367
## ADA 0.4977616 285
## IFITM3 0.5941510 38
## ITGAM 0.4881957 303
## ADGRG3 0.4551361 349
## XBP1 0.4574070 351
## TIAF1 0.4495198 353
## CCR1 0.4979393 281
## GZMA 0.6478518 25
## ENTPD1 0.4566884 347
## PIK3AP1 0.4615229 337
## IFNGR1 0.4263966 363
## ATF6B 0.4425806 366
## FYB 0.4593021 350
## CD7 0.4640272 339
## ITGB2 0.8761807 7
## GLG1 0.4552061 341
## KLRF1 0.7639509 21
## PDIA6 0.4935282 314
## SPOCK2 0.4672560 337
## TRDC 0.5282943 98
## TRIB2 0.5119325 112
## FCGR3A 0.7815324 19
## LIPA 0.4443656 363
## GAPDH 0.5981278 57
## LAP3 0.4503642 356
## KIT 0.5657446 61
## CST7 0.6902625 38
## CD2 0.6146731 63
## STAT4 0.4096923 374
## CCR5 0.4718681 329
## CCL5 0.6645904 46
## BTG1 0.5194418 67
## LYN 0.4213695 380
## APOBEC3G 0.6273339 58
## CD52 0.5056958 140
## LGALS1 0.4834393 328
## CCR6 0.4632752 349
## LAT 0.4108718 384
## IFITM2 0.5218153 94
## GZMK 0.8092579 14
## CXCR3 0.6231255 61
## BCL2 0.4326544 366
## TNFSF10 0.4521424 355
## CD244 0.4577308 346
## GNAI2 0.4448170 362
## RPN2 0.4478970 358
## GIMAP5 0.5030366 136
## IL32 0.5126865 111
## IKZF1 0.4711149 338
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 0.5217302 100
## S100A10 0.3833218 399
## VPS28 0.3678489 417
## ITGAL 0.4276618 374
## NCR3 0.5301981 96
## GIMAP2 0.4007311 396
## CASP5 0.3533122 400
## IL4R 0.3927874 381
## LAT2 0.4712890 333
## IL23R 0.3977328 398
## CASP3 0.3537799 400
## LCK 0.4604200 343
## CD48 0.3706700 410
## KLRK1 0.3532192 410
## IL2RB 0.4208840 376
## CD3E 0.3460998 415
## NKG7 0.7365400 26
## PIK3IP1 0.3694904 391
## FCER1G 0.3823562 401
## RUNX3 0.3166950 414
## CCND2 0.3868473 381
## BIN2 0.3120849 435
## CD335.NCR1.AHS0068.pAbO 0.3857944 409
## PTPRC 0.3057451 429
## KLRB1 0.4500568 329
## BAX 0.3627825 424
## CTSW 0.4122214 384
## TXK 0.3288727 423
## DOCK8 0.3007631 449
## CD37 0.3647128 394
## TRBC2 0.3257128 437
## LAMP1 0.3156740 425
## ARL4C 0.3059702 446
## PRF1 0.3144290 426
## CXCR4 0.3920435 382
## CD63 0.3710727 420
## HLA.A 0.2538672 449
## HLA.C 0.2639509 454
## SELPLG 0.2038863 467
## mean.logFC.detected
## CSF2 3.641704e-01
## CCL4 1.218244e-02
## EGR3 1.621280e+00
## XCL1 1.105304e+00
## CCL3 8.933617e-02
## DUSP2 5.846581e-01
## IER3 1.011669e+00
## ICAM1 3.388165e-01
## TNF 1.653532e-01
## IFNG 6.274406e-01
## BCL2A1 1.151760e+00
## MYC 6.079987e-01
## CCL1 6.841216e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 5.211943e-02
## GZMB 3.407865e-03
## IRF8 1.329138e-01
## NAMPT 9.230047e-01
## CD4.SK3.CD4.AHS0032.pAbO 6.832347e-01
## BIRC3 3.495135e-01
## CD18.ITGB2.AHS0091.pAbO 6.158786e-04
## TBX21 3.787950e-01
## CD2.CD2.AHS0029.pAbO 6.158786e-04
## EGR1 8.467615e-01
## SEMA7A 1.329902e+00
## LTA 7.430873e-01
## CD69.CD69.AHS0010.pAbO 2.919749e-04
## FOSB 1.366004e+00
## FN1 1.214739e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO 1.866902e-01
## IRF4 1.280554e+00
## CD70 5.732946e-01
## FASLG 7.898958e-01
## ZBED2 2.213653e+00
## CD26.DPP4.AHS0109.pAbO -6.406853e-17
## CD38.HIT2.CD38.AHS0022.pAbO 4.375253e-03
## IL2RA 2.260536e-01
## LIF 7.289906e-01
## CD226.CD226.AHS0079.pAbO 3.288266e-02
## CD69 1.849060e-01
## TNFRSF8 1.661447e+00
## Tim3.HAVCR2.AHS0016.pAbO 6.158786e-04
## TNFSF14 2.679153e-01
## IL13 1.803600e+00
## LAIR2 8.541190e-01
## JUNB 1.145156e+00
## FOSL1 2.041933e+00
## ITK 2.351583e-01
## BACH2 9.295952e-01
## TNFRSF1B 1.695608e-01
## STAT5A 3.715528e-01
## CD80 9.846836e-01
## CD39.ENTPD1.AHS0006.pAbO 1.669918e-03
## CD7.CD7.AHS0043.pAbO -6.406853e-17
## CD152.CTLA4.AHS0017.pAbO -7.091044e-05
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 7.927205e-03
## JUN 5.434831e-01
## IL12RB2 6.621512e-01
## YBX3 6.742487e-01
## IL1RN 1.647127e+00
## HLA.DRA 4.924412e-01
## HLA.DRB3 6.611041e-01
## IL3RA 9.213949e-01
## DUSP4 2.594199e-01
## IL3 1.491161e+00
## KLRC3 4.345540e-01
## FTH1 6.980272e-01
## IgM.IGHM.AHS0198.pAbO 5.477107e-02
## PYCR1 8.689669e-01
## CD25.2A3.IL2RA.AHS0026.pAbO 1.085743e-01
## CLEC2D 6.838278e-01
## TK1 6.278375e-01
## CD72 1.074649e+00
## UBE2C 7.534010e-01
## CD274 1.159004e+00
## TIGIT 4.907400e-01
## TNFRSF9 3.060619e+00
## CD14.MPHIP9.CD14.AHS0037.pAbO 9.384458e-02
## CD9 3.520917e-01
## HLA.DPB1 4.811703e-01
## IL15RA 3.623732e-01
## TYMS 2.512605e-01
## GATA3 6.577673e-01
## CTLA4 1.476073e+00
## CD314.KLRK1.AHS0065.pAbO -1.663491e-05
## CD3D 4.589907e-01
## LAMP3 1.122000e+00
## KIAA0101 4.434825e-01
## AIM2 8.914920e-01
## CCNB1 6.562529e-01
## IL1B 2.778748e+00
## IER5 4.771785e-01
## POU2AF1 3.471097e+00
## CD27.L128.CD27.AHS0249.pAbO 1.061954e-01
## CD40LG 6.537350e-01
## AURKB 4.952954e-01
## CXCL16 4.553216e-01
## FOXP1 2.306100e-01
## TCF7 1.170459e+00
## IL4 2.027202e+00
## CD40.CD40.AHS0117.pAbO 1.104611e-01
## B3GAT1 8.375742e-01
## CXCL8 1.941014e+00
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 3.030116e-02
## TNFRSF4 5.376514e-01
## MCM4 3.865756e-01
## IL1RL1 6.086290e-01
## IL6 4.575013e-01
## CD5.UCHT2.CD5.AHS0047.pAbO 7.110537e-02
## SLAMF1 1.124205e+00
## CD86 5.507769e-01
## CD200 2.795366e+00
## LILRB4 1.371861e+00
## LAG3 7.597803e-01
## IL6R 2.466994e+00
## TGFBI 4.626775e-01
## QPCT 2.124690e-01
## IL2 1.292958e+00
## HAVCR2 5.758865e-02
## CD79A 4.137229e-01
## MGST1 7.061499e-01
## SLC25A37 2.884679e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 9.941776e-02
## CD215.IL15RA.AHS0212.pAbO 8.943073e-04
## ADGRE1 6.793251e-01
## CD3G 8.341964e-01
## SLC7A7 8.426727e-01
## CLEC4D 1.568055e+00
## IL12A 9.938124e-01
## CCL22 1.338145e+00
## IL1R2 1.502062e+00
## S100A9 8.708867e-01
## IL5 9.214449e-01
## BCL6 1.050952e-01
## VMO1 2.215837e-01
## CD127.IL7R.AHS0028.pAbO 5.423974e-03
## CCL2 6.356077e-01
## EPX 7.185101e-01
## IL22 7.185101e-01
## LRRC32 7.185101e-01
## CXCL3 5.812368e-01
## SPP1 5.812368e-01
## CLEC4E 4.412151e-01
## PI3 3.039418e-01
## CD24 3.090839e-01
## KCNE3 5.185101e-01
## CD28 2.535088e-01
## GZMM 7.789882e-02
## ALAS2 0.000000e+00
## APOE 0.000000e+00
## AQP9 0.000000e+00
## AZU1 0.000000e+00
## BLK 0.000000e+00
## BLNK 0.000000e+00
## BPI 0.000000e+00
## C1QA 0.000000e+00
## C1QB 0.000000e+00
## CCL13 0.000000e+00
## CCL17 0.000000e+00
## CCL19 0.000000e+00
## CCR9 0.000000e+00
## CD1B 0.000000e+00
## CD209 0.000000e+00
## CD22 0.000000e+00
## CD34 0.000000e+00
## CEACAM8 0.000000e+00
## CHI3L1 0.000000e+00
## CLC 0.000000e+00
## CLEC10A 0.000000e+00
## CPA3 0.000000e+00
## CXCL11 0.000000e+00
## CXCL13 0.000000e+00
## CXCL9 0.000000e+00
## DEFA3 0.000000e+00
## DEFA4 0.000000e+00
## EBF1 0.000000e+00
## ELANE 0.000000e+00
## F13A1 0.000000e+00
## FCER1A 0.000000e+00
## FCER2 0.000000e+00
## FCN1 0.000000e+00
## GHR 0.000000e+00
## IGHD_membrane 0.000000e+00
## IGHE_secreted 0.000000e+00
## IGHG1_membrane 0.000000e+00
## IGHG2_secreted 0.000000e+00
## IGHG4_secreted 0.000000e+00
## IGLC3 0.000000e+00
## IL17A 0.000000e+00
## IL17F 0.000000e+00
## IL21 0.000000e+00
## IL25 0.000000e+00
## IL31 0.000000e+00
## IL33 0.000000e+00
## IL9 0.000000e+00
## MME 0.000000e+00
## MMP12 0.000000e+00
## S100A12 0.000000e+00
## TCL1A 0.000000e+00
## TLR8 0.000000e+00
## TNFRSF17 0.000000e+00
## VPREB3 0.000000e+00
## AOC3 -1.372733e-01
## CMKLR1 6.933519e-01
## ARG1 -1.707505e-01
## CD36 -1.707505e-01
## CNTNAP3 -1.707505e-01
## FLT3 -1.707505e-01
## IGHG1_secreted -1.707505e-01
## IGHG3_secreted -1.707505e-01
## RNASE2 -1.707505e-01
## CXCL2 -2.000000e-01
## MS4A1 -2.299105e-01
## TREM1 5.825482e-01
## CCR4 -3.080238e-01
## IFNA1 -3.080238e-01
## CD5 6.757151e-02
## CD163 -4.006610e-01
## CD4 -2.598390e-02
## BTLA -3.549331e-01
## CTSG 4.623768e-01
## CD40 -1.512797e-01
## MMP9 -4.922064e-01
## F5 3.812368e-01
## CR2 -5.469030e-01
## CD1C -6.548565e-01
## CXCL10 -3.065062e-01
## CXCR2 -3.963155e-01
## IGHM_membrane 1.188764e-01
## MITF -2.000000e-01
## JCHAIN -4.000000e-01
## CD1A 6.006539e-01
## IGHM_secreted -1.046624e+00
## THBD -4.999234e-01
## TLR2 1.680016e-01
## TPSAB1 6.119398e-01
## VSIG4 -1.056879e-01
## FAM129C -9.469030e-01
## CXCL1 -3.169925e-01
## ZAP70 7.157190e-02
## CD8.SK1.CD8A.AHS0228.pAbO 1.070909e-02
## PDCD1 -2.313574e-01
## TNFRSF13C -3.688898e-01
## TNFRSF18 3.497812e-01
## TOP2A 3.687467e-01
## PAX5 4.651048e-01
## CCR10 -1.146903e+00
## LY86 -2.242893e-01
## CD8B -2.510333e-01
## CD27 -1.318614e-01
## NT5E 7.706295e-01
## CXCR1 -1.004196e+00
## FOXP3 1.968628e-01
## CD22.CD22.AHS0195.pAbO 3.436270e-02
## PECAM1 4.702205e-01
## CSF3 -7.707256e-01
## CMTM2 -1.482441e-01
## CCR7 -6.560425e-01
## TGFB3 -6.975510e-01
## TLR7 4.433978e-01
## MKI67 9.732786e-01
## CHI3L2 -3.312694e-01
## CXCR5 1.047331e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO -6.406853e-17
## TLR9 -6.952214e-01
## CD14 -6.445285e-01
## CD103.ITGAE.AHS0001.pAbO 5.011434e-02
## CD95.FAS.AHS0023.pAbO -6.406853e-17
## IGKC 4.854707e-01
## CCR3 -1.277285e+00
## CCL20 -1.012377e+00
## CD3.SK7.CD3E.AHS0033.pAbO 6.551829e-02
## LTB -2.073567e-01
## TCF4 -2.076232e-01
## STAT6 5.797251e-02
## CX3CR1 -4.346292e-01
## CD6 6.594311e-02
## RNASE6 -2.328862e-01
## RGS1 2.730656e-01
## NRP1 5.272085e-03
## PMCH 9.681208e-02
## HLA.DQA1 4.013291e-01
## SELL 1.506547e-02
## IL15 -7.100075e-02
## HLA.DPA1 2.987019e-01
## FUT4 -1.439468e-01
## HMMR 7.598859e-01
## KLRC4 -8.314694e-02
## CD28.CD28.2.CD28.AHS0024.pAbO 4.112998e-02
## PTGDR2 5.840893e-01
## S1PR1 -1.242779e-01
## IGHA1_secreted -1.768855e+00
## SNCA -4.125973e-01
## MZB1 3.149285e-01
## TNFRSF25 -1.391234e+00
## ICOS 1.555211e-01
## MCM2 2.692877e-01
## TNFSF13B -2.407175e-01
## THBS1 -6.295983e-01
## CD1D.CD1D.AHS0219.pAbO 1.149381e-02
## RORC 7.820134e-01
## BCL11B 1.696737e-01
## CD160 -3.071898e-01
## TNFSF13 -3.399441e-01
## CD34.581.CD34.AHS0061.pAbO 1.925090e-02
## IL9R -5.653371e-01
## PTTG2 3.271256e-01
## PASK 5.036906e-02
## KDELR1 -1.603266e-01
## IKZF2 -5.505188e-01
## KLRG1 -1.211927e+00
## CD79B -6.730651e-01
## VEGFA 1.893648e-01
## IL7R -1.046655e+00
## TSPAN32 -2.382538e-01
## EOMES -5.775050e-02
## ZNF683 1.318179e-01
## CCR8 -4.671427e-03
## CD94.KLRD1.AHS0085.pAbO 3.640957e-03
## NCAM1 -6.311609e-02
## CCR7.CCR7.AHS0273.pAbO 2.903903e-02
## FAS 1.956188e-01
## ITGAX 1.848628e-01
## CD38 8.099493e-02
## RORA -3.994426e-01
## TNFSF8 -5.884114e-01
## CX3CR1.CX3CR1.AHS0125.pAbO 1.112997e-02
## TMEM97 3.236793e-01
## FBXO22 -1.224372e-02
## CD45RO.PTPRC.AHS0036.pAbO 8.841377e-03
## GIMAP7 -1.802899e+00
## FOXO1 -4.791713e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO 3.317033e-03
## CD44 8.696049e-02
## FOXO3 -4.579442e-01
## KIR2DL1 2.361984e-01
## LEF1 1.095856e-01
## OAS1 -2.295925e-01
## HLA.DMA 2.184505e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO 1.882422e-02
## TRAT1 -2.828805e-01
## CD8A 1.521540e-01
## PSEN1 -1.863871e-01
## HLA.DMB 2.253556e-01
## GAB2 -9.270354e-02
## C10orf54 1.172226e-01
## TARP_refseq 1.127101e-01
## CD81.CD81.AHS0021.pAbO -6.406853e-17
## IL18 -5.784472e-01
## FAM65B -6.938252e-01
## HLA.DQB1 2.372915e-01
## CBLB 3.666398e-02
## LGALS9 -3.272095e-01
## CNOT2 1.352690e-01
## PRDM1 9.345223e-02
## CD33 -4.846338e-02
## ZBTB16 -1.450048e-01
## CCR2 -1.272645e+00
## IL12RB1 -6.952650e-02
## CXCR6 -2.404673e-01
## HMGB2 3.013526e-03
## ANXA5 7.042776e-02
## IL18RAP 4.670157e-02
## CD279.EH12.1.PDCD1.AHS0014.pAbO -1.051388e-02
## TGFB1 -6.953318e-02
## DUSP1 -4.981686e-01
## LGALS3 -2.063368e-01
## CXCL5 1.930891e-02
## GZMH 4.333949e-02
## KLRC1 4.228562e-02
## PCNA 3.795349e-02
## CD161.DX12.KLRB1.AHS0002.pAbO 4.308421e-03
## ITGAE -2.104589e-03
## CD74 1.361561e-02
## IL18R1 3.929799e-02
## CD300A 8.815985e-02
## GNLY -6.406853e-17
## STAT1 -3.543548e-02
## CTSD -2.474691e-02
## CD247 1.508984e-01
## VNN2 -1.924152e-01
## PDIA4 5.749042e-02
## ITGA4 -3.161310e-01
## CD102.ICAM2.AHS0155.pAbO 8.029531e-04
## DPP4 -3.063444e-02
## CD33.WM53.CD33.AHS0044.pAbO -1.829950e-03
## FYN 1.818450e-02
## NINJ2 1.036477e-02
## TRAC -1.574378e-01
## STAT3 -1.772612e-02
## IGBP1 -3.811198e-02
## ADA 4.634700e-02
## IFITM3 1.172650e-01
## ITGAM 6.935721e-02
## ADGRG3 -4.443505e-01
## XBP1 2.967569e-02
## TIAF1 -2.284699e-01
## CCR1 -3.955817e-01
## GZMA 9.803106e-04
## ENTPD1 -3.756970e-02
## PIK3AP1 -7.416223e-03
## IFNGR1 -1.248164e-01
## ATF6B -6.079120e-02
## FYB -2.579542e-01
## CD7 -2.767484e-02
## ITGB2 1.023354e-01
## GLG1 -3.092963e-01
## KLRF1 1.684611e-01
## PDIA6 5.477533e-02
## SPOCK2 -8.120343e-01
## TRDC 3.561132e-02
## TRIB2 -2.324536e-01
## FCGR3A 1.368160e-01
## LIPA -1.227984e-01
## GAPDH -6.406853e-17
## LAP3 5.262179e-02
## KIT -2.699598e-01
## CST7 3.521229e-02
## CD2 5.710327e-02
## STAT4 1.302699e-02
## CCR5 -3.489284e-01
## CCL5 2.572261e-02
## BTG1 4.805550e-03
## LYN 2.318462e-02
## APOBEC3G 1.098575e-02
## CD52 2.219059e-03
## LGALS1 -3.208842e-04
## CCR6 -8.614625e-01
## LAT -3.183612e-01
## IFITM2 4.107126e-02
## GZMK 1.443660e-01
## CXCR3 4.195084e-02
## BCL2 -1.732511e-01
## TNFSF10 9.940134e-03
## CD244 -1.584966e-01
## GNAI2 4.956373e-03
## RPN2 2.300046e-02
## GIMAP5 -6.125165e-01
## IL32 3.350023e-03
## IKZF1 -1.252057e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -1.495748e-02
## S100A10 6.956131e-03
## VPS28 -9.630174e-02
## ITGAL -4.290866e-02
## NCR3 1.309900e-02
## GIMAP2 -8.234547e-01
## CASP5 -1.148771e-01
## IL4R 8.749056e-03
## LAT2 -5.835712e-02
## IL23R -1.221046e-01
## CASP3 -8.548900e-02
## LCK -8.162007e-03
## CD48 -8.109073e-04
## KLRK1 -2.031615e-03
## IL2RB -4.639456e-05
## CD3E 6.633036e-03
## NKG7 2.747208e-03
## PIK3IP1 -1.318782e+00
## FCER1G -6.094473e-04
## RUNX3 -4.462943e-03
## CCND2 -1.711118e-03
## BIN2 -1.479366e-01
## CD335.NCR1.AHS0068.pAbO -6.414288e-04
## PTPRC -1.402637e-02
## KLRB1 -9.544873e-02
## BAX -5.992082e-02
## CTSW 1.821585e-04
## TXK -2.756979e-01
## DOCK8 -6.349402e-02
## CD37 -6.118002e-02
## TRBC2 1.482329e-03
## LAMP1 -1.514746e-02
## ARL4C -2.801577e-01
## PRF1 -3.454155e-04
## CXCR4 -4.795239e-01
## CD63 3.398145e-04
## HLA.A -6.406853e-17
## HLA.C -6.406853e-17
## SELPLG -2.247283e-01
## min.logFC.detected
## CSF2 2.218579e-01
## CCL4 -4.119604e-04
## EGR3 6.088087e-01
## XCL1 5.608654e-01
## CCL3 -7.831248e-03
## DUSP2 2.019191e-02
## IER3 5.374895e-01
## ICAM1 2.060818e-01
## TNF 6.900869e-02
## IFNG 4.038664e-01
## BCL2A1 4.462586e-01
## MYC 2.839526e-01
## CCL1 4.266133e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1.144542e-03
## GZMB -3.203427e-16
## IRF8 2.667092e-02
## NAMPT 4.658489e-01
## CD4.SK3.CD4.AHS0032.pAbO 1.575937e-01
## BIRC3 1.269418e-01
## CD18.ITGB2.AHS0091.pAbO -3.203427e-16
## TBX21 6.527364e-02
## CD2.CD2.AHS0029.pAbO -3.203427e-16
## EGR1 2.511775e-01
## SEMA7A 4.104414e-01
## LTA 2.479134e-01
## CD69.CD69.AHS0010.pAbO -3.203427e-16
## FOSB 6.396174e-01
## FN1 4.594530e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO 4.564717e-02
## IRF4 6.434667e-01
## CD70 -5.421674e-02
## FASLG 2.255628e-01
## ZBED2 1.308893e+00
## CD26.DPP4.AHS0109.pAbO -3.203427e-16
## CD38.HIT2.CD38.AHS0022.pAbO 1.039780e-03
## IL2RA 8.971341e-03
## LIF -1.400987e-01
## CD226.CD226.AHS0079.pAbO 3.860157e-03
## CD69 2.537566e-02
## TNFRSF8 -4.009064e-01
## Tim3.HAVCR2.AHS0016.pAbO -3.203427e-16
## TNFSF14 1.419224e-01
## IL13 1.276191e+00
## LAIR2 2.674212e-01
## JUNB 5.935327e-01
## FOSL1 1.073001e+00
## ITK 1.074518e-01
## BACH2 6.616870e-01
## TNFRSF1B 1.958217e-02
## STAT5A 1.404437e-01
## CD80 6.498859e-01
## CD39.ENTPD1.AHS0006.pAbO -3.085127e-03
## CD7.CD7.AHS0043.pAbO -3.203427e-16
## CD152.CTLA4.AHS0017.pAbO -4.121397e-04
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO -3.707500e-03
## JUN 2.347995e-01
## IL12RB2 -1.422617e-01
## YBX3 -3.646843e-02
## IL1RN 3.514912e-01
## HLA.DRA -2.162869e-01
## HLA.DRB3 -2.110049e-01
## IL3RA 2.157110e-01
## DUSP4 -4.748693e-02
## IL3 6.591147e-01
## KLRC3 1.218870e-01
## FTH1 -2.106249e-02
## IgM.IGHM.AHS0198.pAbO 1.464029e-02
## PYCR1 -7.431082e-01
## CD25.2A3.IL2RA.AHS0026.pAbO -4.974656e-02
## CLEC2D -3.723569e-02
## TK1 -9.815138e-01
## CD72 1.336042e-01
## UBE2C -1.204877e+00
## CD274 1.631832e-01
## TIGIT -2.869671e-01
## TNFRSF9 6.701548e-01
## CD14.MPHIP9.CD14.AHS0037.pAbO 4.360062e-02
## CD9 -5.142667e-01
## HLA.DPB1 -2.157013e-01
## IL15RA -1.264102e-01
## TYMS -4.264665e-01
## GATA3 1.501121e-01
## CTLA4 2.170223e-01
## CD314.KLRK1.AHS0065.pAbO -8.243972e-04
## CD3D -2.551595e-02
## LAMP3 1.365345e-01
## KIAA0101 -8.430370e-01
## AIM2 1.137957e-01
## CCNB1 -1.174221e+00
## IL1B 1.039239e+00
## IER5 -1.186217e-01
## POU2AF1 2.310579e+00
## CD27.L128.CD27.AHS0249.pAbO -1.970486e-02
## CD40LG -1.354732e+00
## AURKB -1.108453e+00
## CXCL16 -1.785543e-01
## FOXP1 -2.202977e-01
## TCF7 -2.530662e-01
## IL4 1.011496e+00
## CD40.CD40.AHS0117.pAbO 1.945015e-02
## B3GAT1 1.371923e-01
## CXCL8 3.252219e-01
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO -7.212931e-04
## TNFRSF4 -3.753933e-01
## MCM4 -5.401443e-01
## IL1RL1 -7.426768e-01
## IL6 -4.797825e-01
## CD5.UCHT2.CD5.AHS0047.pAbO -3.180741e-02
## SLAMF1 -7.907157e-02
## CD86 -1.201496e+00
## CD200 1.453273e+00
## LILRB4 -3.059277e-01
## LAG3 -9.989801e-01
## IL6R 3.810460e-01
## TGFBI -4.822846e-02
## QPCT -5.903080e-01
## IL2 1.036026e+00
## HAVCR2 -2.220861e-04
## CD79A 8.896977e-02
## MGST1 -1.375069e+00
## SLC25A37 -8.355727e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 4.577011e-03
## CD215.IL15RA.AHS0212.pAbO -1.234487e-03
## ADGRE1 -4.925134e-01
## CD3G -5.707108e-03
## SLC7A7 2.070832e-01
## CLEC4D 6.181044e-01
## IL12A 1.710848e-01
## CCL22 6.181044e-01
## IL1R2 4.866041e-01
## S100A9 -1.501723e-01
## IL5 -4.115063e-01
## BCL6 -1.320748e-01
## VMO1 -6.290675e-02
## CD127.IL7R.AHS0028.pAbO -7.487295e-03
## CCL2 -3.322719e-01
## EPX 1.810571e-01
## IL22 1.810571e-01
## LRRC32 1.810571e-01
## CXCL3 1.810571e-01
## SPP1 1.810571e-01
## CLEC4E -3.864750e-01
## PI3 -3.864750e-01
## CD24 -4.452124e-01
## KCNE3 -5.184058e-01
## CD28 -6.914339e-01
## GZMM -9.451356e-01
## ALAS2 0.000000e+00
## APOE 0.000000e+00
## AQP9 0.000000e+00
## AZU1 0.000000e+00
## BLK 0.000000e+00
## BLNK 0.000000e+00
## BPI 0.000000e+00
## C1QA 0.000000e+00
## C1QB 0.000000e+00
## CCL13 0.000000e+00
## CCL17 0.000000e+00
## CCL19 0.000000e+00
## CCR9 0.000000e+00
## CD1B 0.000000e+00
## CD209 0.000000e+00
## CD22 0.000000e+00
## CD34 0.000000e+00
## CEACAM8 0.000000e+00
## CHI3L1 0.000000e+00
## CLC 0.000000e+00
## CLEC10A 0.000000e+00
## CPA3 0.000000e+00
## CXCL11 0.000000e+00
## CXCL13 0.000000e+00
## CXCL9 0.000000e+00
## DEFA3 0.000000e+00
## DEFA4 0.000000e+00
## EBF1 0.000000e+00
## ELANE 0.000000e+00
## F13A1 0.000000e+00
## FCER1A 0.000000e+00
## FCER2 0.000000e+00
## FCN1 0.000000e+00
## GHR 0.000000e+00
## IGHD_membrane 0.000000e+00
## IGHE_secreted 0.000000e+00
## IGHG1_membrane 0.000000e+00
## IGHG2_secreted 0.000000e+00
## IGHG4_secreted 0.000000e+00
## IGLC3 0.000000e+00
## IL17A 0.000000e+00
## IL17F 0.000000e+00
## IL21 0.000000e+00
## IL25 0.000000e+00
## IL31 0.000000e+00
## IL33 0.000000e+00
## IL9 0.000000e+00
## MME 0.000000e+00
## MMP12 0.000000e+00
## S100A12 0.000000e+00
## TCL1A 0.000000e+00
## TLR8 0.000000e+00
## TNFRSF17 0.000000e+00
## VPREB3 0.000000e+00
## AOC3 -6.863664e-01
## CMKLR1 -1.046921e+00
## ARG1 -8.537526e-01
## CD36 -8.537526e-01
## CNTNAP3 -8.537526e-01
## FLT3 -8.537526e-01
## IGHG1_secreted -8.537526e-01
## IGHG3_secreted -8.537526e-01
## RNASE2 -8.537526e-01
## CXCL2 -1.000000e+00
## MS4A1 -1.149553e+00
## TREM1 -8.463491e-01
## CCR4 -8.537526e-01
## IFNA1 -8.537526e-01
## CD5 -1.294931e+00
## CD163 -1.149553e+00
## CD4 -1.046973e+00
## BTLA -1.774666e+00
## CTSG -1.626030e+00
## CD40 -1.276396e+00
## MMP9 -1.774666e+00
## F5 -8.189429e-01
## CR2 -1.584963e+00
## CD1C -1.774666e+00
## CXCL10 -1.103368e+00
## CXCR2 -1.106471e+00
## IGHM_membrane -1.181414e+00
## MITF -1.000000e+00
## JCHAIN -1.000000e+00
## CD1A -1.449738e+00
## IGHM_secreted -2.546752e+00
## THBD -1.499617e+00
## TLR2 -1.261387e+00
## TPSAB1 -1.631884e+00
## VSIG4 -1.403905e+00
## FAM129C -1.584963e+00
## CXCL1 -1.584963e+00
## ZAP70 -3.463166e-01
## CD8.SK1.CD8A.AHS0228.pAbO -1.382181e-02
## PDCD1 -1.951684e+00
## TNFRSF13C -1.832734e+00
## TNFRSF18 -1.286589e+00
## TOP2A -9.809174e-01
## PAX5 -1.186483e+00
## CCR10 -3.000000e+00
## LY86 -7.489230e-01
## CD8B -1.325668e+00
## CD27 -1.858024e+00
## NT5E -2.234686e+00
## CXCR1 -2.656260e+00
## FOXP3 -1.152397e+00
## CD22.CD22.AHS0195.pAbO -6.196689e-03
## PECAM1 -6.371115e-01
## CSF3 -2.626298e+00
## CMTM2 -8.355956e-01
## CCR7 -1.919523e+00
## TGFB3 -1.573596e+00
## TLR7 -2.720818e+00
## MKI67 -1.615158e+00
## CHI3L2 -8.344647e-01
## CXCR5 -1.996471e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO -3.203427e-16
## TLR9 -2.120493e+00
## CD14 -1.516852e+00
## CD103.ITGAE.AHS0001.pAbO -9.472990e-02
## CD95.FAS.AHS0023.pAbO -3.203427e-16
## IGKC -1.896730e+00
## CCR3 -2.314402e+00
## CCL20 -3.431312e+00
## CD3.SK7.CD3E.AHS0033.pAbO 2.515229e-02
## LTB -7.125304e-01
## TCF4 -1.738473e+00
## STAT6 -2.102733e-01
## CX3CR1 -7.518481e-01
## CD6 -1.443741e+00
## RNASE6 -1.099577e+00
## RGS1 -3.475602e-01
## NRP1 -1.269675e+00
## PMCH -1.455092e+00
## HLA.DQA1 -4.270174e-01
## SELL -9.362847e-01
## IL15 -3.509846e-01
## HLA.DPA1 -6.733633e-02
## FUT4 -6.048530e-01
## HMMR -1.674742e+00
## KLRC4 -4.307817e-01
## CD28.CD28.2.CD28.AHS0024.pAbO -2.454011e-02
## PTGDR2 -2.892350e+00
## S1PR1 -7.979246e-01
## IGHA1_secreted -2.584386e+00
## SNCA -1.068780e+00
## MZB1 -1.833212e-01
## TNFRSF25 -4.815975e+00
## ICOS -2.502537e-01
## MCM2 -4.803669e-01
## TNFSF13B -9.297587e-01
## THBS1 -1.661270e+00
## CD1D.CD1D.AHS0219.pAbO -6.874624e-03
## RORC -2.711205e+00
## BCL11B -5.697054e-01
## CD160 -2.041776e+00
## TNFSF13 -6.531926e-01
## CD34.581.CD34.AHS0061.pAbO -1.645698e-02
## IL9R -1.706601e+00
## PTTG2 -1.111177e+00
## PASK -9.176723e-01
## KDELR1 -8.319851e-01
## IKZF2 -1.470769e+00
## KLRG1 -2.298608e+00
## CD79B -1.946277e+00
## VEGFA -4.038435e-01
## IL7R -2.372025e+00
## TSPAN32 -6.678994e-01
## EOMES -8.275594e-01
## ZNF683 -1.854060e+00
## CCR8 -3.089770e+00
## CD94.KLRD1.AHS0085.pAbO -3.690482e-04
## NCAM1 -6.149710e-01
## CCR7.CCR7.AHS0273.pAbO 8.366152e-03
## FAS -2.099314e-01
## ITGAX -8.312402e-02
## CD38 -1.046046e+00
## RORA -1.063525e+00
## TNFSF8 -1.706440e+00
## CX3CR1.CX3CR1.AHS0125.pAbO -1.859889e-02
## TMEM97 -6.368778e-01
## FBXO22 -6.186936e-01
## CD45RO.PTPRC.AHS0036.pAbO -5.462248e-03
## GIMAP7 -2.296956e+00
## FOXO1 -1.290735e+00
## IgG.IGHG1_2_3_4.AHS0059.pAbO -4.119604e-04
## CD44 -2.308749e-02
## FOXO3 -5.802577e-01
## KIR2DL1 -1.173859e-01
## LEF1 -6.192685e-01
## OAS1 -9.770012e-01
## HLA.DMA -1.746257e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO -2.954392e-02
## TRAT1 -1.385266e+00
## CD8A -3.950919e-01
## PSEN1 -3.491346e-01
## HLA.DMB -3.207150e-01
## GAB2 -4.296965e-01
## C10orf54 -4.466207e-02
## TARP_refseq -5.722217e-02
## CD81.CD81.AHS0021.pAbO -3.203427e-16
## IL18 -1.242641e+00
## FAM65B -9.408953e-01
## HLA.DQB1 -7.597190e-01
## CBLB -2.375201e-02
## LGALS9 -9.524693e-01
## CNOT2 2.731095e-02
## PRDM1 -2.579452e-02
## CD33 -1.522498e+00
## ZBTB16 -4.896103e-01
## CCR2 -1.910725e+00
## IL12RB1 -5.009323e-01
## CXCR6 -4.545291e-01
## HMGB2 -6.595568e-01
## ANXA5 -4.722830e-02
## IL18RAP -1.656216e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO -4.306376e-02
## TGFB1 -1.737602e-01
## DUSP1 -8.975554e-01
## LGALS3 -1.372525e+00
## CXCL5 -1.924266e-01
## GZMH -4.992413e-01
## KLRC1 -1.100611e-02
## PCNA -2.995067e-01
## CD161.DX12.KLRB1.AHS0002.pAbO -1.403552e-02
## ITGAE -5.535880e-01
## CD74 -2.060979e-03
## IL18R1 -2.329858e-01
## CD300A -1.607527e-01
## GNLY -3.203427e-16
## STAT1 -5.167345e-01
## CTSD -1.899085e-01
## CD247 -8.626268e-02
## VNN2 -5.246192e-01
## PDIA4 -2.688834e-01
## ITGA4 -5.293197e-01
## CD102.ICAM2.AHS0155.pAbO -1.366217e-02
## DPP4 -4.827395e-01
## CD33.WM53.CD33.AHS0044.pAbO -1.220794e-01
## FYN -7.666464e-03
## NINJ2 -2.908023e-01
## TRAC -6.329744e-01
## STAT3 -2.226386e-01
## IGBP1 -1.813410e-01
## ADA -2.084503e-01
## IFITM3 -1.916376e-01
## ITGAM -1.118535e-01
## ADGRG3 -7.325062e-01
## XBP1 -2.824761e-02
## TIAF1 -5.309693e-01
## CCR1 -1.051125e+00
## GZMA -3.203427e-16
## ENTPD1 -4.134859e-01
## PIK3AP1 -9.198057e-02
## IFNGR1 -2.463089e-01
## ATF6B -2.906964e-01
## FYB -7.172595e-01
## CD7 -2.349206e-01
## ITGB2 -3.505274e-02
## GLG1 -7.703074e-01
## KLRF1 -2.501096e-01
## PDIA6 -4.666079e-02
## SPOCK2 -1.458138e+00
## TRDC -5.354427e-02
## TRIB2 -6.720038e-01
## FCGR3A -2.372338e-01
## LIPA -4.278031e-01
## GAPDH -3.203427e-16
## LAP3 -1.056306e-01
## KIT -1.275114e+00
## CST7 -4.272081e-03
## CD2 -3.505942e-02
## STAT4 -7.309817e-02
## CCR5 -6.985051e-01
## CCL5 -1.733512e-02
## BTG1 -1.976575e-03
## LYN -1.276902e-01
## APOBEC3G -2.870996e-03
## CD52 -3.203427e-16
## LGALS1 -4.121397e-04
## CCR6 -1.404536e+00
## LAT -4.479883e-01
## IFITM2 -6.244275e-02
## GZMK -2.008229e-01
## CXCR3 -7.682745e-02
## BCL2 -3.978107e-01
## TNFSF10 -2.703526e-03
## CD244 -2.691750e-01
## GNAI2 -1.654003e-01
## RPN2 -3.755032e-02
## GIMAP5 -1.069274e+00
## IL32 -4.343424e-03
## IKZF1 -3.748904e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -3.659059e-02
## S100A10 -1.274790e-02
## VPS28 -1.786015e-01
## ITGAL -1.784536e-01
## NCR3 -8.649100e-02
## GIMAP2 -9.967502e-01
## CASP5 -1.605971e-01
## IL4R -2.626659e-02
## LAT2 -2.145781e-01
## IL23R -2.559476e-01
## CASP3 -2.039345e-01
## LCK -4.527044e-02
## CD48 -5.998139e-03
## KLRK1 -5.159817e-02
## IL2RB -4.121397e-04
## CD3E -1.814484e-02
## NKG7 -4.121397e-04
## PIK3IP1 -2.003909e+00
## FCER1G -4.531626e-03
## RUNX3 -1.324017e-02
## CCND2 -8.663675e-03
## BIN2 -1.946772e-01
## CD335.NCR1.AHS0068.pAbO -2.389528e-03
## PTPRC -2.775302e-02
## KLRB1 -1.835728e-01
## BAX -1.165645e-01
## CTSW -3.203427e-16
## TXK -3.804283e-01
## DOCK8 -9.243616e-02
## CD37 -9.518297e-02
## TRBC2 -1.646218e-03
## LAMP1 -2.880917e-02
## ARL4C -3.363761e-01
## PRF1 -4.121397e-04
## CXCR4 -7.688837e-01
## CD63 -3.203427e-16
## HLA.A -3.203427e-16
## HLA.C -3.203427e-16
## SELPLG -2.541391e-01
## median.logFC.detected
## CSF2 3.214116e-01
## CCL4 5.921711e-03
## EGR3 1.520237e+00
## XCL1 1.012537e+00
## CCL3 4.430085e-02
## DUSP2 5.412604e-01
## IER3 7.404461e-01
## ICAM1 3.308766e-01
## TNF 8.718722e-02
## IFNG 6.658726e-01
## BCL2A1 1.186182e+00
## MYC 3.968725e-01
## CCL1 7.728392e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 4.389020e-02
## GZMB 6.654131e-04
## IRF8 3.724090e-02
## NAMPT 6.863639e-01
## CD4.SK3.CD4.AHS0032.pAbO 7.449675e-01
## BIRC3 2.816428e-01
## CD18.ITGB2.AHS0091.pAbO 1.601713e-16
## TBX21 2.379004e-01
## CD2.CD2.AHS0029.pAbO 1.601713e-16
## EGR1 8.716931e-01
## SEMA7A 1.242031e+00
## LTA 8.224186e-01
## CD69.CD69.AHS0010.pAbO 0.000000e+00
## FOSB 1.443853e+00
## FN1 1.111255e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO 1.756141e-01
## IRF4 6.803798e-01
## CD70 4.086703e-01
## FASLG 7.762870e-01
## ZBED2 1.839045e+00
## CD26.DPP4.AHS0109.pAbO 0.000000e+00
## CD38.HIT2.CD38.AHS0022.pAbO 1.997161e-03
## IL2RA 2.453391e-01
## LIF 4.394482e-01
## CD226.CD226.AHS0079.pAbO 2.597770e-02
## CD69 1.792921e-01
## TNFRSF8 1.346435e+00
## Tim3.HAVCR2.AHS0016.pAbO 1.601713e-16
## TNFSF14 2.940929e-01
## IL13 1.373224e+00
## LAIR2 7.840235e-01
## JUNB 9.096841e-01
## FOSL1 1.907804e+00
## ITK 1.950121e-01
## BACH2 8.441696e-01
## TNFRSF1B 2.390647e-01
## STAT5A 3.073095e-01
## CD80 7.378908e-01
## CD39.ENTPD1.AHS0006.pAbO 2.039764e-04
## CD7.CD7.AHS0043.pAbO 0.000000e+00
## CD152.CTLA4.AHS0017.pAbO -4.113783e-04
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 5.268719e-03
## JUN 5.518896e-01
## IL12RB2 4.176778e-01
## YBX3 5.277768e-01
## IL1RN 1.538242e+00
## HLA.DRA 6.407358e-01
## HLA.DRB3 7.392017e-01
## IL3RA 5.933509e-01
## DUSP4 2.794983e-01
## IL3 1.679129e+00
## KLRC3 3.689870e-01
## FTH1 5.978250e-01
## IgM.IGHM.AHS0198.pAbO 6.563390e-02
## PYCR1 6.432538e-01
## CD25.2A3.IL2RA.AHS0026.pAbO 6.049082e-02
## CLEC2D 5.164204e-01
## TK1 1.065144e+00
## CD72 1.377833e+00
## UBE2C 1.250545e+00
## CD274 1.332150e+00
## TIGIT 1.509180e-01
## TNFRSF9 2.686225e+00
## CD14.MPHIP9.CD14.AHS0037.pAbO 1.197753e-01
## CD9 3.161862e-01
## HLA.DPB1 5.570915e-01
## IL15RA 2.928031e-01
## TYMS 3.823549e-01
## GATA3 7.940715e-01
## CTLA4 1.429172e+00
## CD314.KLRK1.AHS0065.pAbO -3.690482e-04
## CD3D 5.080596e-01
## LAMP3 1.682813e+00
## KIAA0101 7.431827e-01
## AIM2 8.699988e-01
## CCNB1 1.025406e+00
## IL1B 2.599946e+00
## IER5 5.952945e-01
## POU2AF1 2.666432e+00
## CD27.L128.CD27.AHS0249.pAbO 1.007636e-01
## CD40LG 7.428837e-01
## AURKB 1.027535e+00
## CXCL16 3.516987e-01
## FOXP1 2.945785e-01
## TCF7 9.795323e-01
## IL4 2.246104e+00
## CD40.CD40.AHS0117.pAbO 9.906084e-02
## B3GAT1 7.096898e-01
## CXCL8 1.241828e+00
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 1.756075e-02
## TNFRSF4 3.975319e-01
## MCM4 5.476500e-01
## IL1RL1 3.172338e-01
## IL6 3.850064e-01
## CD5.UCHT2.CD5.AHS0047.pAbO 1.031187e-01
## SLAMF1 4.349011e-01
## CD86 2.786186e-01
## CD200 2.620988e+00
## LILRB4 1.278018e+00
## LAG3 -4.676589e-02
## IL6R 2.846687e+00
## TGFBI 3.400269e-01
## QPCT 1.975704e-01
## IL2 1.411037e+00
## HAVCR2 2.034204e-02
## CD79A 4.027318e-01
## MGST1 1.463295e+00
## SLC25A37 4.544767e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 1.185996e-01
## CD215.IL15RA.AHS0212.pAbO 1.041324e-03
## ADGRE1 8.637573e-01
## CD3G 6.862579e-01
## SLC7A7 7.259972e-01
## CLEC4D 1.370244e+00
## IL12A 8.498277e-01
## CCL22 1.208071e+00
## IL1R2 1.893529e+00
## S100A9 5.884645e-01
## IL5 8.223111e-01
## BCL6 -5.782065e-02
## VMO1 5.859726e-02
## CD127.IL7R.AHS0028.pAbO 1.022137e-02
## CCL2 4.866041e-01
## EPX 9.298992e-01
## IL22 9.298992e-01
## LRRC32 9.298992e-01
## CXCL3 4.815942e-01
## SPP1 4.815942e-01
## CLEC4E 4.815942e-01
## PI3 3.136336e-01
## CD24 1.754099e-02
## KCNE3 9.298992e-01
## CD28 4.866041e-01
## GZMM 1.301778e-01
## ALAS2 0.000000e+00
## APOE 0.000000e+00
## AQP9 0.000000e+00
## AZU1 0.000000e+00
## BLK 0.000000e+00
## BLNK 0.000000e+00
## BPI 0.000000e+00
## C1QA 0.000000e+00
## C1QB 0.000000e+00
## CCL13 0.000000e+00
## CCL17 0.000000e+00
## CCL19 0.000000e+00
## CCR9 0.000000e+00
## CD1B 0.000000e+00
## CD209 0.000000e+00
## CD22 0.000000e+00
## CD34 0.000000e+00
## CEACAM8 0.000000e+00
## CHI3L1 0.000000e+00
## CLC 0.000000e+00
## CLEC10A 0.000000e+00
## CPA3 0.000000e+00
## CXCL11 0.000000e+00
## CXCL13 0.000000e+00
## CXCL9 0.000000e+00
## DEFA3 0.000000e+00
## DEFA4 0.000000e+00
## EBF1 0.000000e+00
## ELANE 0.000000e+00
## F13A1 0.000000e+00
## FCER1A 0.000000e+00
## FCER2 0.000000e+00
## FCN1 0.000000e+00
## GHR 0.000000e+00
## IGHD_membrane 0.000000e+00
## IGHE_secreted 0.000000e+00
## IGHG1_membrane 0.000000e+00
## IGHG2_secreted 0.000000e+00
## IGHG4_secreted 0.000000e+00
## IGLC3 0.000000e+00
## IL17A 0.000000e+00
## IL17F 0.000000e+00
## IL21 0.000000e+00
## IL25 0.000000e+00
## IL31 0.000000e+00
## IL33 0.000000e+00
## IL9 0.000000e+00
## MME 0.000000e+00
## MMP12 0.000000e+00
## S100A12 0.000000e+00
## TCL1A 0.000000e+00
## TLR8 0.000000e+00
## TNFRSF17 0.000000e+00
## VPREB3 0.000000e+00
## AOC3 0.000000e+00
## CMKLR1 6.677281e-01
## ARG1 0.000000e+00
## CD36 0.000000e+00
## CNTNAP3 0.000000e+00
## FLT3 0.000000e+00
## IGHG1_secreted 0.000000e+00
## IGHG3_secreted 0.000000e+00
## RNASE2 0.000000e+00
## CXCL2 0.000000e+00
## MS4A1 0.000000e+00
## TREM1 3.066754e-02
## CCR4 0.000000e+00
## IFNA1 0.000000e+00
## CD5 -5.497086e-02
## CD163 0.000000e+00
## CD4 -4.283995e-01
## BTLA 0.000000e+00
## CTSG 1.139750e+00
## CD40 -1.654163e-02
## MMP9 0.000000e+00
## F5 4.815942e-01
## CR2 0.000000e+00
## CD1C 0.000000e+00
## CXCL10 1.462474e-01
## CXCR2 -5.467521e-01
## IGHM_membrane -4.547847e-01
## MITF 0.000000e+00
## JCHAIN 0.000000e+00
## CD1A 1.220640e+00
## IGHM_secreted -1.000000e+00
## THBD 0.000000e+00
## TLR2 3.066754e-02
## TPSAB1 1.218891e+00
## VSIG4 -1.495526e-01
## FAM129C -1.000000e+00
## CXCL1 0.000000e+00
## ZAP70 -5.888473e-03
## CD8.SK1.CD8A.AHS0228.pAbO 1.543541e-02
## PDCD1 -5.992836e-01
## TNFRSF13C -1.579694e-01
## TNFRSF18 3.447059e-01
## TOP2A 6.739187e-01
## PAX5 -5.233698e-02
## CCR10 -1.149553e+00
## LY86 -4.781383e-01
## CD8B -7.009396e-01
## CD27 3.586843e-01
## NT5E 1.127160e+00
## CXCR1 -1.806911e+00
## FOXP3 -9.541510e-02
## CD22.CD22.AHS0195.pAbO 1.482206e-02
## PECAM1 1.241814e-01
## CSF3 -3.864750e-01
## CMTM2 5.500433e-03
## CCR7 -3.853526e-01
## TGFB3 -9.253195e-01
## TLR7 1.085346e+00
## MKI67 1.539229e+00
## CHI3L2 -1.891163e-01
## CXCR5 3.983153e-01
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.000000e+00
## TLR9 -7.100086e-01
## CD14 -2.678454e-01
## CD103.ITGAE.AHS0001.pAbO -2.042548e-02
## CD95.FAS.AHS0023.pAbO 0.000000e+00
## IGKC 5.817276e-01
## CCR3 -1.391049e+00
## CCL20 -8.327343e-01
## CD3.SK7.CD3E.AHS0033.pAbO 4.812860e-02
## LTB -5.774030e-02
## TCF4 1.743039e-01
## STAT6 9.422471e-02
## CX3CR1 -4.090403e-01
## CD6 1.923426e-02
## RNASE6 -3.734657e-01
## RGS1 1.287842e-01
## NRP1 -3.482399e-01
## PMCH -1.903863e-01
## HLA.DQA1 1.212595e-02
## SELL -6.334661e-01
## IL15 -6.258843e-02
## HLA.DPA1 3.367673e-01
## FUT4 -6.224594e-02
## HMMR 1.303047e+00
## KLRC4 -3.521083e-01
## CD28.CD28.2.CD28.AHS0024.pAbO 3.077443e-02
## PTGDR2 1.148245e+00
## S1PR1 -2.328200e-01
## IGHA1_secreted -1.805037e+00
## SNCA -7.642362e-01
## MZB1 1.690939e-01
## TNFRSF25 -9.932707e-01
## ICOS 2.526132e-01
## MCM2 3.526705e-01
## TNFSF13B -4.894327e-01
## THBS1 -5.004839e-01
## CD1D.CD1D.AHS0219.pAbO 1.242874e-02
## RORC 1.037060e+00
## BCL11B -2.877085e-01
## CD160 -7.783607e-01
## TNFSF13 -2.255621e-01
## CD34.581.CD34.AHS0061.pAbO -6.335590e-03
## IL9R -4.552085e-01
## PTTG2 4.459232e-01
## PASK 2.592600e-01
## KDELR1 -2.549224e-01
## IKZF2 -4.242286e-01
## KLRG1 -1.564829e+00
## CD79B -9.217384e-01
## VEGFA 3.627717e-02
## IL7R -1.475453e+00
## TSPAN32 -1.986188e-01
## EOMES -4.424774e-01
## ZNF683 -1.489689e-01
## CCR8 -6.495134e-01
## CD94.KLRD1.AHS0085.pAbO 2.157417e-04
## NCAM1 -8.415126e-02
## CCR7.CCR7.AHS0273.pAbO 2.849574e-02
## FAS 3.161184e-01
## ITGAX 1.536849e-01
## CD38 2.885427e-01
## RORA -7.251076e-01
## TNFSF8 -5.779543e-01
## CX3CR1.CX3CR1.AHS0125.pAbO 8.904632e-03
## TMEM97 2.607828e-01
## FBXO22 -1.332580e-01
## CD45RO.PTPRC.AHS0036.pAbO 4.541371e-03
## GIMAP7 -2.083804e+00
## FOXO1 -4.295223e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO 1.585021e-03
## CD44 9.976977e-02
## FOXO3 -4.634758e-01
## KIR2DL1 1.682257e-02
## LEF1 4.182014e-02
## OAS1 -3.732592e-01
## HLA.DMA 2.746607e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO -3.027196e-03
## TRAT1 -4.340771e-01
## CD8A 5.575875e-02
## PSEN1 -1.252363e-01
## HLA.DMB -8.691408e-02
## GAB2 -5.081819e-02
## C10orf54 1.090801e-01
## TARP_refseq 5.954258e-02
## CD81.CD81.AHS0021.pAbO 0.000000e+00
## IL18 -6.034750e-01
## FAM65B -7.770484e-01
## HLA.DQB1 -3.854375e-01
## CBLB -1.099046e-02
## LGALS9 -1.741953e-01
## CNOT2 1.309571e-01
## PRDM1 1.088927e-01
## CD33 -2.950600e-01
## ZBTB16 -1.657414e-01
## CCR2 -1.363519e+00
## IL12RB1 -2.309865e-01
## CXCR6 -2.712949e-01
## HMGB2 1.513170e-01
## ANXA5 8.204280e-02
## IL18RAP 7.247448e-02
## CD279.EH12.1.PDCD1.AHS0014.pAbO -4.041291e-03
## TGFB1 -8.777564e-02
## DUSP1 -3.424917e-01
## LGALS3 1.012705e-01
## CXCL5 -6.769350e-02
## GZMH -3.648027e-01
## KLRC1 2.489496e-02
## PCNA -2.029656e-02
## CD161.DX12.KLRB1.AHS0002.pAbO -7.171143e-03
## ITGAE 9.576420e-02
## CD74 3.411584e-03
## IL18R1 -5.741020e-02
## CD300A 1.012222e-01
## GNLY 0.000000e+00
## STAT1 -3.112666e-01
## CTSD -3.061304e-02
## CD247 -4.684844e-02
## VNN2 -2.199256e-01
## PDIA4 -3.928993e-02
## ITGA4 -4.214176e-01
## CD102.ICAM2.AHS0155.pAbO -9.769608e-03
## DPP4 6.909094e-02
## CD33.WM53.CD33.AHS0044.pAbO -5.216395e-02
## FYN 9.535714e-03
## NINJ2 -7.876185e-02
## TRAC -3.045941e-01
## STAT3 -9.669587e-04
## IGBP1 -2.682301e-02
## ADA 9.178190e-02
## IFITM3 -5.732649e-02
## ITGAM 8.536973e-02
## ADGRG3 -4.800082e-01
## XBP1 2.325855e-02
## TIAF1 -2.587861e-01
## CCR1 -2.172014e-01
## GZMA 1.601713e-16
## ENTPD1 1.024123e-01
## PIK3AP1 -3.850916e-02
## IFNGR1 -8.428647e-02
## ATF6B -1.355963e-01
## FYB -2.652811e-01
## CD7 -3.641376e-02
## ITGB2 -1.367539e-02
## GLG1 -1.856034e-01
## KLRF1 -1.886572e-01
## PDIA6 2.454989e-02
## SPOCK2 -6.049677e-01
## TRDC -7.644612e-03
## TRIB2 -2.397417e-01
## FCGR3A -2.259939e-02
## LIPA -1.995311e-01
## GAPDH 0.000000e+00
## LAP3 5.532244e-03
## KIT -3.282749e-01
## CST7 -1.055730e-03
## CD2 7.270771e-02
## STAT4 2.233228e-02
## CCR5 -3.040857e-01
## CCL5 1.064712e-02
## BTG1 4.408052e-03
## LYN -1.899062e-02
## APOBEC3G 2.850157e-03
## CD52 1.664109e-03
## LGALS1 -4.119604e-04
## CCR6 -8.394845e-01
## LAT -3.602759e-01
## IFITM2 -4.004443e-02
## GZMK -1.204794e-01
## CXCR3 -4.409806e-02
## BCL2 -1.434651e-01
## TNFSF10 5.468724e-03
## CD244 -2.100966e-01
## GNAI2 -6.179348e-02
## RPN2 -4.186144e-03
## GIMAP5 -7.081447e-01
## IL32 1.237813e-03
## IKZF1 -2.458037e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -2.559456e-02
## S100A10 5.753977e-03
## VPS28 -1.184791e-01
## ITGAL -7.307851e-03
## NCR3 -3.587258e-02
## GIMAP2 -8.793321e-01
## CASP5 -9.458489e-02
## IL4R 6.903829e-03
## LAT2 -1.162183e-01
## IL23R -1.676458e-01
## CASP3 -6.330547e-02
## LCK -2.101464e-02
## CD48 -7.545783e-04
## KLRK1 -1.846990e-02
## IL2RB -7.947152e-05
## CD3E 3.412273e-03
## NKG7 -4.119604e-04
## PIK3IP1 -1.150083e+00
## FCER1G 1.243243e-04
## RUNX3 -2.801135e-03
## CCND2 -2.894017e-03
## BIN2 -1.680109e-01
## CD335.NCR1.AHS0068.pAbO -1.541997e-03
## PTPRC -1.172747e-02
## KLRB1 -1.015088e-01
## BAX -6.025418e-02
## CTSW 0.000000e+00
## TXK -2.655870e-01
## DOCK8 -5.722265e-02
## CD37 -7.427678e-02
## TRBC2 1.869724e-03
## LAMP1 -1.546191e-02
## ARL4C -3.062716e-01
## PRF1 -4.119604e-04
## CXCR4 -6.307772e-01
## CD63 1.601713e-16
## HLA.A 0.000000e+00
## HLA.C 0.000000e+00
## SELPLG -2.253545e-01
## max.logFC.detected
## CSF2 6.383210e-01
## CCL4 4.331000e-02
## EGR3 2.478899e+00
## XCL1 1.893472e+00
## CCL3 2.840374e-01
## DUSP2 1.121192e+00
## IER3 1.763390e+00
## ICAM1 4.591855e-01
## TNF 3.582058e-01
## IFNG 8.148982e-01
## BCL2A1 1.942977e+00
## MYC 1.294742e+00
## CCL1 8.701770e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1.386104e-01
## GZMB 1.546312e-02
## IRF8 3.268212e-01
## NAMPT 1.470602e+00
## CD4.SK3.CD4.AHS0032.pAbO 1.215229e+00
## BIRC3 7.814298e-01
## CD18.ITGB2.AHS0091.pAbO 3.079393e-03
## TBX21 7.978768e-01
## CD2.CD2.AHS0029.pAbO 3.079393e-03
## EGR1 1.655092e+00
## SEMA7A 1.912616e+00
## LTA 1.287036e+00
## CD69.CD69.AHS0010.pAbO 1.004550e-03
## FOSB 1.775027e+00
## FN1 2.406380e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO 4.612257e-01
## IRF4 2.327717e+00
## CD70 1.274037e+00
## FASLG 1.455706e+00
## ZBED2 3.377617e+00
## CD26.DPP4.AHS0109.pAbO 1.601713e-16
## CD38.HIT2.CD38.AHS0022.pAbO 1.546312e-02
## IL2RA 5.531547e-01
## LIF 2.007405e+00
## CD226.CD226.AHS0079.pAbO 7.796417e-02
## CD69 3.809019e-01
## TNFRSF8 3.572726e+00
## Tim3.HAVCR2.AHS0016.pAbO 3.079393e-03
## TNFSF14 4.395616e-01
## IL13 2.567123e+00
## LAIR2 1.351367e+00
## JUNB 1.754589e+00
## FOSL1 3.443356e+00
## ITK 5.162804e-01
## BACH2 1.339599e+00
## TNFRSF1B 2.639058e-01
## STAT5A 7.388875e-01
## CD80 1.814208e+00
## CD39.ENTPD1.AHS0006.pAbO 7.721167e-03
## CD7.CD7.AHS0043.pAbO 1.601713e-16
## CD152.CTLA4.AHS0017.pAbO 6.278198e-04
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 2.981995e-02
## JUN 9.188076e-01
## IL12RB2 2.302821e+00
## YBX3 1.598350e+00
## IL1RN 2.613062e+00
## HLA.DRA 1.284302e+00
## HLA.DRB3 1.892724e+00
## IL3RA 1.686541e+00
## DUSP4 5.123301e-01
## IL3 1.815529e+00
## KLRC3 1.092147e+00
## FTH1 1.466162e+00
## IgM.IGHM.AHS0198.pAbO 7.053820e-02
## PYCR1 2.393949e+00
## CD25.2A3.IL2RA.AHS0026.pAbO 3.520360e-01
## CLEC2D 1.410597e+00
## TK1 1.670356e+00
## CD72 1.607547e+00
## UBE2C 1.519713e+00
## CD274 1.908411e+00
## TIGIT 1.755734e+00
## TNFRSF9 6.390449e+00
## CD14.MPHIP9.CD14.AHS0037.pAbO 1.396011e-01
## CD9 9.548653e-01
## HLA.DPB1 1.373693e+00
## IL15RA 1.012032e+00
## TYMS 7.772419e-01
## GATA3 1.284690e+00
## CTLA4 3.315523e+00
## CD314.KLRK1.AHS0065.pAbO 2.256519e-03
## CD3D 9.296684e-01
## LAMP3 1.798057e+00
## KIAA0101 1.382336e+00
## AIM2 2.045073e+00
## CCNB1 1.692283e+00
## IL1B 4.485390e+00
## IER5 7.629293e-01
## POU2AF1 5.217452e+00
## CD27.L128.CD27.AHS0249.pAbO 2.140375e-01
## CD40LG 1.836934e+00
## AURKB 1.073618e+00
## CXCL16 1.253906e+00
## FOXP1 7.578520e-01
## TCF7 2.766807e+00
## IL4 3.134440e+00
## CD40.CD40.AHS0117.pAbO 1.883351e-01
## B3GAT1 1.864844e+00
## CXCL8 3.804644e+00
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 6.491873e-02
## TNFRSF4 1.479594e+00
## MCM4 1.269496e+00
## IL1RL1 3.099920e+00
## IL6 1.431419e+00
## CD5.UCHT2.CD5.AHS0047.pAbO 1.536000e-01
## SLAMF1 3.030336e+00
## CD86 1.798271e+00
## CD200 3.807355e+00
## LILRB4 2.737543e+00
## LAG3 3.146841e+00
## IL6R 3.568241e+00
## TGFBI 1.275030e+00
## QPCT 1.139719e+00
## IL2 1.475083e+00
## HAVCR2 1.588258e-01
## CD79A 6.689620e-01
## MGST1 2.127325e+00
## SLC25A37 1.184827e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 1.674781e-01
## CD215.IL15RA.AHS0212.pAbO 2.760318e-03
## ADGRE1 1.823982e+00
## CD3G 2.085346e+00
## SLC7A7 1.744366e+00
## CLEC4D 2.321928e+00
## IL12A 2.120988e+00
## CCL22 2.321928e+00
## IL1R2 2.000000e+00
## S100A9 1.756047e+00
## IL5 2.208071e+00
## BCL6 7.767168e-01
## VMO1 7.110543e-01
## CD127.IL7R.AHS0028.pAbO 2.011603e-02
## CCL2 2.000000e+00
## EPX 1.000000e+00
## IL22 1.000000e+00
## LRRC32 1.000000e+00
## CXCL3 1.000000e+00
## SPP1 1.000000e+00
## CLEC4E 1.000000e+00
## PI3 9.298992e-01
## CD24 1.608223e+00
## KCNE3 1.000000e+00
## CD28 1.313634e+00
## GZMM 1.146247e+00
## ALAS2 0.000000e+00
## APOE 0.000000e+00
## AQP9 0.000000e+00
## AZU1 0.000000e+00
## BLK 0.000000e+00
## BLNK 0.000000e+00
## BPI 0.000000e+00
## C1QA 0.000000e+00
## C1QB 0.000000e+00
## CCL13 0.000000e+00
## CCL17 0.000000e+00
## CCL19 0.000000e+00
## CCR9 0.000000e+00
## CD1B 0.000000e+00
## CD209 0.000000e+00
## CD22 0.000000e+00
## CD34 0.000000e+00
## CEACAM8 0.000000e+00
## CHI3L1 0.000000e+00
## CLC 0.000000e+00
## CLEC10A 0.000000e+00
## CPA3 0.000000e+00
## CXCL11 0.000000e+00
## CXCL13 0.000000e+00
## CXCL9 0.000000e+00
## DEFA3 0.000000e+00
## DEFA4 0.000000e+00
## EBF1 0.000000e+00
## ELANE 0.000000e+00
## F13A1 0.000000e+00
## FCER1A 0.000000e+00
## FCER2 0.000000e+00
## FCN1 0.000000e+00
## GHR 0.000000e+00
## IGHD_membrane 0.000000e+00
## IGHE_secreted 0.000000e+00
## IGHG1_membrane 0.000000e+00
## IGHG2_secreted 0.000000e+00
## IGHG4_secreted 0.000000e+00
## IGLC3 0.000000e+00
## IL17A 0.000000e+00
## IL17F 0.000000e+00
## IL21 0.000000e+00
## IL25 0.000000e+00
## IL31 0.000000e+00
## IL33 0.000000e+00
## IL9 0.000000e+00
## MME 0.000000e+00
## MMP12 0.000000e+00
## S100A12 0.000000e+00
## TCL1A 0.000000e+00
## TLR8 0.000000e+00
## TNFRSF17 0.000000e+00
## VPREB3 0.000000e+00
## AOC3 0.000000e+00
## CMKLR1 2.874994e+00
## ARG1 0.000000e+00
## CD36 0.000000e+00
## CNTNAP3 0.000000e+00
## FLT3 0.000000e+00
## IGHG1_secreted 0.000000e+00
## IGHG3_secreted 0.000000e+00
## RNASE2 0.000000e+00
## CXCL2 0.000000e+00
## MS4A1 0.000000e+00
## TREM1 2.466161e+00
## CCR4 0.000000e+00
## IFNA1 0.000000e+00
## CD5 9.530790e-01
## CD163 0.000000e+00
## CD4 1.313634e+00
## BTLA 0.000000e+00
## CTSG 2.193186e+00
## CD40 4.866041e-01
## MMP9 0.000000e+00
## F5 1.000000e+00
## CR2 0.000000e+00
## CD1C 0.000000e+00
## CXCL10 3.136336e-01
## CXCR2 4.866041e-01
## IGHM_membrane 1.893529e+00
## MITF 0.000000e+00
## JCHAIN 0.000000e+00
## CD1A 2.322505e+00
## IGHM_secreted 0.000000e+00
## THBD 0.000000e+00
## TLR2 1.198487e+00
## TPSAB1 1.916094e+00
## VSIG4 9.298992e-01
## FAM129C 0.000000e+00
## CXCL1 0.000000e+00
## ZAP70 4.470388e-01
## CD8.SK1.CD8A.AHS0228.pAbO 3.616599e-02
## PDCD1 1.635562e+00
## TNFRSF13C 8.985961e-01
## TNFRSF18 1.263596e+00
## TOP2A 9.622464e-01
## PAX5 2.478639e+00
## CCR10 0.000000e+00
## LY86 8.774638e-01
## CD8B 1.453273e+00
## CD27 1.381046e+00
## NT5E 2.311171e+00
## CXCR1 1.130178e+00
## FOXP3 1.400746e+00
## CD22.CD22.AHS0195.pAbO 8.386262e-02
## PECAM1 1.776816e+00
## CSF3 9.298992e-01
## CMTM2 4.443263e-01
## CCR7 2.432071e-01
## TGFB3 4.532730e-01
## TLR7 1.576004e+00
## MKI67 2.335665e+00
## CHI3L2 -1.038037e-01
## CXCR5 3.798100e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 1.601713e-16
## TLR9 1.060146e+00
## CD14 1.579676e-01
## CD103.ITGAE.AHS0001.pAbO 2.899824e-01
## CD95.FAS.AHS0023.pAbO 1.601713e-16
## IGKC 2.235590e+00
## CCR3 -2.650130e-01
## CCL20 8.038539e-01
## CD3.SK7.CD3E.AHS0033.pAbO 1.477862e-01
## LTB 5.276978e-02
## TCF4 4.435778e-01
## STAT6 2.541516e-01
## CX3CR1 3.742402e-03
## CD6 1.824758e+00
## RNASE6 1.134002e+00
## RGS1 1.117082e+00
## NRP1 1.124860e+00
## PMCH 1.942226e+00
## HLA.DQA1 1.238548e+00
## SELL 1.203030e+00
## IL15 2.132925e-01
## HLA.DPA1 9.023494e-01
## FUT4 3.327494e-01
## HMMR 1.977344e+00
## KLRC4 8.130250e-01
## CD28.CD28.2.CD28.AHS0024.pAbO 1.208705e-01
## PTGDR2 2.120949e+00
## S1PR1 6.795739e-01
## IGHA1_secreted -1.008337e+00
## SNCA 5.634949e-01
## MZB1 1.076119e+00
## TNFRSF25 8.038539e-01
## ICOS 4.589040e-01
## MCM2 1.024002e+00
## TNFSF13B 3.991242e-01
## THBS1 5.680126e-01
## CD1D.CD1D.AHS0219.pAbO 3.700562e-02
## RORC 2.565763e+00
## BCL11B 2.426584e+00
## CD160 1.564483e+00
## TNFSF13 -1.882706e-01
## CD34.581.CD34.AHS0061.pAbO 7.237147e-02
## IL9R 9.637822e-02
## PTTG2 1.477518e+00
## PASK 4.393009e-01
## KDELR1 3.565037e-01
## IKZF2 -1.043269e-02
## KLRG1 1.301778e-01
## CD79B 1.448649e+00
## VEGFA 1.069667e+00
## IL7R 1.221522e+00
## TSPAN32 2.184707e-01
## EOMES 2.042367e+00
## ZNF683 1.796590e+00
## CCR8 2.790902e+00
## CD94.KLRD1.AHS0085.pAbO 1.775286e-02
## NCAM1 4.555165e-01
## CCR7.CCR7.AHS0273.pAbO 4.838368e-02
## FAS 5.464887e-01
## ITGAX 3.784999e-01
## CD38 1.772056e+00
## RORA 9.067233e-01
## TNFSF8 4.221528e-01
## CX3CR1.CX3CR1.AHS0125.pAbO 6.081121e-02
## TMEM97 1.545817e+00
## FBXO22 6.467588e-01
## CD45RO.PTPRC.AHS0036.pAbO 2.795391e-02
## GIMAP7 -9.823980e-01
## FOXO1 2.208319e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO 9.159446e-03
## CD44 1.525065e-01
## FOXO3 -3.025761e-01
## KIR2DL1 1.224836e+00
## LEF1 8.638601e-01
## OAS1 3.856649e-01
## HLA.DMA 6.659877e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO 6.734174e-02
## TRAT1 1.513983e+00
## CD8A 1.000915e+00
## PSEN1 -7.393320e-02
## HLA.DMB 1.587302e+00
## GAB2 2.595317e-01
## C10orf54 2.459919e-01
## TARP_refseq 3.309352e-01
## CD81.CD81.AHS0021.pAbO 1.601713e-16
## IL18 2.751895e-01
## FAM65B -3.510719e-01
## HLA.DQB1 1.759254e+00
## CBLB 2.172329e-01
## LGALS9 7.103651e-02
## CNOT2 3.367968e-01
## PRDM1 2.141494e-01
## CD33 1.389649e+00
## ZBTB16 1.553896e-01
## CCR2 -4.066884e-01
## IL12RB1 5.239495e-01
## CXCR6 4.091198e-03
## HMGB2 2.300800e-01
## ANXA5 2.135848e-01
## IL18RAP 2.009153e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO 1.162366e-02
## TGFB1 5.057654e-02
## DUSP1 -2.284902e-01
## LGALS3 1.761659e-01
## CXCL5 3.238621e-01
## GZMH 1.579678e+00
## KLRC1 1.410889e-01
## PCNA 3.377559e-01
## CD161.DX12.KLRB1.AHS0002.pAbO 4.967545e-02
## ITGAE 2.705979e-01
## CD74 5.760486e-02
## IL18R1 4.636783e-01
## CD300A 2.454349e-01
## GNLY 1.601713e-16
## STAT1 4.872549e-01
## CTSD 1.352598e-01
## CD247 1.009735e+00
## VNN2 2.390935e-02
## PDIA4 4.261786e-01
## ITGA4 6.885723e-02
## CD102.ICAM2.AHS0155.pAbO 1.994215e-02
## DPP4 2.266491e-01
## CD33.WM53.CD33.AHS0044.pAbO 1.487987e-01
## FYN 8.274223e-02
## NINJ2 5.107523e-01
## TRAC 8.616163e-01
## STAT3 2.282961e-01
## IGBP1 1.257809e-01
## ADA 2.986610e-01
## IFITM3 5.666716e-01
## ITGAM 2.657416e-01
## ADGRG3 -1.971798e-01
## XBP1 1.237585e-01
## TIAF1 -1.781465e-02
## CCR1 1.157562e-01
## GZMA 3.079393e-03
## ENTPD1 1.981289e-01
## PIK3AP1 1.882084e-01
## IFNGR1 -3.932695e-02
## ATF6B 2.000807e-01
## FYB 1.126820e-02
## CD7 2.105056e-01
## ITGB2 5.931902e-01
## GLG1 -1.393004e-02
## KLRF1 1.640494e+00
## PDIA6 2.256406e-01
## SPOCK2 -2.178511e-01
## TRDC 1.844603e-01
## TRIB2 2.995507e-01
## FCGR3A 9.484642e-01
## LIPA 1.977516e-01
## GAPDH 1.601713e-16
## LAP3 2.503398e-01
## KIT 7.395348e-01
## CST7 1.838493e-01
## CD2 1.675626e-01
## STAT4 1.151927e-01
## CCR5 3.893875e-02
## CCL5 1.036875e-01
## BTG1 9.475092e-03
## LYN 2.834979e-01
## APOBEC3G 5.151619e-02
## CD52 5.016489e-03
## LGALS1 4.319693e-05
## CCR6 -2.312571e-01
## LAT -1.204001e-01
## IFITM2 2.412366e-01
## GZMK 1.294996e+00
## CXCR3 3.962419e-01
## BCL2 4.333889e-02
## TNFSF10 3.995229e-02
## CD244 1.475273e-01
## GNAI2 2.590893e-01
## RPN2 1.165482e-01
## GIMAP5 1.989285e-01
## IL32 1.533672e-02
## IKZF1 1.741238e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 1.683129e-02
## S100A10 2.957495e-02
## VPS28 1.074931e-03
## ITGAL 7.363749e-02
## NCR3 2.852219e-01
## GIMAP2 -4.617307e-01
## CASP5 -8.836490e-02
## IL4R 4.218128e-02
## LAT2 1.974773e-01
## IL23R 7.316612e-03
## CASP3 1.296308e-03
## LCK 7.390340e-02
## CD48 6.468107e-03
## KLRK1 7.618938e-02
## IL2RB 6.278198e-04
## CD3E 4.765151e-02
## NKG7 1.505174e-02
## PIK3IP1 -9.608647e-01
## FCER1G 3.801253e-03
## RUNX3 3.272415e-03
## CCND2 8.263952e-03
## BIN2 -8.469960e-02
## CD335.NCR1.AHS0068.pAbO 2.871057e-03
## PTPRC -1.375252e-03
## KLRB1 1.151804e-02
## BAX -1.252595e-02
## CTSW 9.107924e-04
## TXK -1.434173e-01
## DOCK8 -3.700390e-02
## CD37 -2.614072e-02
## TRBC2 3.367272e-03
## LAMP1 4.287001e-03
## ARL4C -1.974743e-01
## PRF1 -7.947152e-05
## CXCR4 -1.185365e-01
## CD63 1.366404e-03
## HLA.A 1.601713e-16
## HLA.C 1.601713e-16
## SELPLG -2.004896e-01
## rank.logFC.detected
## CSF2 75
## CCL4 140
## EGR3 16
## XCL1 35
## CCL3 118
## DUSP2 50
## IER3 42
## ICAM1 77
## TNF 108
## IFNG 63
## BCL2A1 9
## MYC 73
## CCL1 57
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 135
## GZMB 154
## IRF8 115
## NAMPT 38
## CD4.SK3.CD4.AHS0032.pAbO 55
## BIRC3 78
## CD18.ITGB2.AHS0091.pAbO 161
## TBX21 69
## CD2.CD2.AHS0029.pAbO 161
## EGR1 35
## SEMA7A 11
## LTA 41
## CD69.CD69.AHS0010.pAbO 161
## FOSB 9
## FN1 21
## CD19.SJ25C1.CD19.AHS0030.pAbO 102
## IRF4 19
## CD70 50
## FASLG 29
## ZBED2 7
## CD26.DPP4.AHS0109.pAbO 161
## CD38.HIT2.CD38.AHS0022.pAbO 149
## IL2RA 83
## LIF 29
## CD226.CD226.AHS0079.pAbO 123
## CD69 90
## TNFRSF8 4
## Tim3.HAVCR2.AHS0016.pAbO 161
## TNFSF14 94
## IL13 8
## LAIR2 37
## JUNB 32
## FOSL1 7
## ITK 88
## BACH2 48
## TNFRSF1B 110
## STAT5A 98
## CD80 39
## CD39.ENTPD1.AHS0006.pAbO 158
## CD7.CD7.AHS0043.pAbO 161
## CD152.CTLA4.AHS0017.pAbO 157
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 148
## JUN 80
## IL12RB2 6
## YBX3 23
## IL1RN 11
## HLA.DRA 42
## HLA.DRB3 12
## IL3RA 30
## DUSP4 91
## IL3 10
## KLRC3 53
## FTH1 61
## IgM.IGHM.AHS0198.pAbO 131
## PYCR1 20
## CD25.2A3.IL2RA.AHS0026.pAbO 113
## CLEC2D 40
## TK1 38
## CD72 21
## UBE2C 28
## CD274 23
## TIGIT 19
## TNFRSF9 1
## CD14.MPHIP9.CD14.AHS0037.pAbO 117
## CD9 64
## HLA.DPB1 36
## IL15RA 88
## TYMS 109
## GATA3 65
## CTLA4 5
## CD314.KLRK1.AHS0065.pAbO 229
## CD3D 53
## LAMP3 19
## KIAA0101 67
## AIM2 28
## CCNB1 27
## IL1B 1
## IER5 79
## POU2AF1 1
## CD27.L128.CD27.AHS0249.pAbO 144
## CD40LG 38
## AURKB 50
## CXCL16 54
## FOXP1 68
## TCF7 3
## IL4 7
## CD40.CD40.AHS0117.pAbO 125
## B3GAT1 13
## CXCL8 4
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 134
## TNFRSF4 55
## MCM4 77
## IL1RL1 3
## IL6 37
## CD5.UCHT2.CD5.AHS0047.pAbO 157
## SLAMF1 11
## CD86 25
## CD200 3
## LILRB4 12
## LAG3 2
## IL6R 1
## TGFBI 76
## QPCT 48
## IL2 13
## HAVCR2 124
## CD79A 70
## MGST1 14
## SLC25A37 41
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 143
## CD215.IL15RA.AHS0212.pAbO 146
## ADGRE1 16
## CD3G 18
## SLC7A7 33
## CLEC4D 4
## IL12A 15
## CCL22 4
## IL1R2 7
## S100A9 18
## IL5 26
## BCL6 116
## VMO1 72
## CD127.IL7R.AHS0028.pAbO 215
## CCL2 21
## EPX 27
## IL22 27
## LRRC32 27
## CXCL3 27
## SPP1 27
## CLEC4E 71
## PI3 91
## CD24 55
## KCNE3 27
## CD28 46
## GZMM 23
## ALAS2 161
## APOE 161
## AQP9 161
## AZU1 161
## BLK 161
## BLNK 161
## BPI 161
## C1QA 161
## C1QB 161
## CCL13 161
## CCL17 161
## CCL19 161
## CCR9 161
## CD1B 161
## CD209 161
## CD22 161
## CD34 161
## CEACAM8 161
## CHI3L1 161
## CLC 161
## CLEC10A 161
## CPA3 161
## CXCL11 161
## CXCL13 161
## CXCL9 161
## DEFA3 161
## DEFA4 161
## EBF1 161
## ELANE 161
## F13A1 161
## FCER1A 161
## FCER2 161
## FCN1 161
## GHR 161
## IGHD_membrane 161
## IGHE_secreted 161
## IGHG1_membrane 161
## IGHG2_secreted 161
## IGHG4_secreted 161
## IGLC3 161
## IL17A 161
## IL17F 161
## IL21 161
## IL25 161
## IL31 161
## IL33 161
## IL9 161
## MME 161
## MMP12 161
## S100A12 161
## TCL1A 161
## TLR8 161
## TNFRSF17 161
## VPREB3 161
## AOC3 161
## CMKLR1 12
## ARG1 232
## CD36 232
## CNTNAP3 232
## FLT3 232
## IGHG1_secreted 232
## IGHG3_secreted 232
## RNASE2 232
## CXCL2 161
## MS4A1 161
## TREM1 20
## CCR4 232
## IFNA1 232
## CD5 56
## CD163 232
## CD4 46
## BTLA 232
## CTSG 27
## CD40 93
## MMP9 232
## F5 27
## CR2 161
## CD1C 232
## CXCL10 96
## CXCR2 93
## IGHM_membrane 33
## MITF 161
## JCHAIN 161
## CD1A 10
## IGHM_secreted 232
## THBD 161
## TLR2 22
## TPSAB1 14
## VSIG4 91
## FAM129C 161
## CXCL1 161
## ZAP70 105
## CD8.SK1.CD8A.AHS0228.pAbO 202
## PDCD1 29
## TNFRSF13C 80
## TNFRSF18 36
## TOP2A 59
## PAX5 15
## CCR10 161
## LY86 65
## CD8B 30
## CD27 35
## NT5E 9
## CXCR1 44
## FOXP3 34
## CD22.CD22.AHS0195.pAbO 130
## PECAM1 40
## CSF3 91
## CMTM2 127
## CCR7 143
## TGFB3 105
## TLR7 24
## MKI67 10
## CHI3L2 308
## CXCR5 2
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 161
## TLR9 49
## CD14 155
## CD103.ITGAE.AHS0001.pAbO 129
## CD95.FAS.AHS0023.pAbO 161
## IGKC 11
## CCR3 400
## CCL20 90
## CD3.SK7.CD3E.AHS0033.pAbO 121
## LTB 114
## TCF4 117
## STAT6 82
## CX3CR1 222
## CD6 15
## RNASE6 49
## RGS1 59
## NRP1 53
## PMCH 23
## HLA.DQA1 43
## SELL 39
## IL15 141
## HLA.DPA1 64
## FUT4 158
## HMMR 22
## KLRC4 68
## CD28.CD28.2.CD28.AHS0024.pAbO 168
## PTGDR2 16
## S1PR1 73
## IGHA1_secreted 446
## SNCA 85
## MZB1 78
## TNFRSF25 90
## ICOS 103
## MCM2 88
## TNFSF13B 115
## THBS1 84
## CD1D.CD1D.AHS0219.pAbO 201
## RORC 6
## BCL11B 5
## CD160 26
## TNFSF13 382
## CD34.581.CD34.AHS0061.pAbO 197
## IL9R 174
## PTTG2 59
## PASK 113
## KDELR1 132
## IKZF2 321
## KLRG1 171
## CD79B 33
## VEGFA 55
## IL7R 53
## TSPAN32 86
## EOMES 8
## ZNF683 17
## CCR8 13
## CD94.KLRD1.AHS0085.pAbO 159
## NCAM1 102
## CCR7.CCR7.AHS0273.pAbO 138
## FAS 113
## ITGAX 104
## CD38 17
## RORA 63
## TNFSF8 109
## CX3CR1.CX3CR1.AHS0125.pAbO 195
## TMEM97 48
## FBXO22 122
## CD45RO.PTPRC.AHS0036.pAbO 196
## GIMAP7 458
## FOXO1 137
## IgG.IGHG1_2_3_4.AHS0059.pAbO 151
## CD44 107
## FOXO3 405
## KIR2DL1 44
## LEF1 66
## OAS1 120
## HLA.DMA 75
## CD45RA.HI100.PTPRC.AHS0009.pAbO 192
## TRAT1 35
## CD8A 59
## PSEN1 351
## HLA.DMB 24
## GAB2 133
## C10orf54 105
## TARP_refseq 159
## CD81.CD81.AHS0021.pAbO 161
## IL18 131
## FAM65B 411
## HLA.DQB1 18
## CBLB 132
## LGALS9 188
## CNOT2 122
## PRDM1 106
## CD33 62
## ZBTB16 158
## CCR2 432
## IL12RB1 128
## CXCR6 221
## HMGB2 144
## ANXA5 161
## IL18RAP 143
## CD279.EH12.1.PDCD1.AHS0014.pAbO 199
## TGFB1 127
## DUSP1 372
## LGALS3 164
## CXCL5 150
## GZMH 25
## KLRC1 144
## PCNA 134
## CD161.DX12.KLRB1.AHS0002.pAbO 142
## ITGAE 126
## CD74 155
## IL18R1 136
## CD300A 112
## GNLY 161
## STAT1 90
## CTSD 198
## CD247 57
## VNN2 213
## PDIA4 140
## ITGA4 193
## CD102.ICAM2.AHS0155.pAbO 195
## DPP4 173
## CD33.WM53.CD33.AHS0044.pAbO 179
## FYN 187
## NINJ2 92
## TRAC 83
## STAT3 115
## IGBP1 201
## ADA 120
## IFITM3 112
## ITGAM 127
## ADGRG3 389
## XBP1 202
## TIAF1 358
## CCR1 175
## GZMA 161
## ENTPD1 163
## PIK3AP1 146
## IFNGR1 339
## ATF6B 183
## FYB 218
## CD7 142
## ITGB2 88
## GLG1 333
## KLRF1 20
## PDIA6 179
## SPOCK2 387
## TRDC 147
## TRIB2 125
## FCGR3A 61
## LIPA 185
## GAPDH 161
## LAP3 171
## KIT 70
## CST7 148
## CD2 145
## STAT4 191
## CCR5 200
## CCL5 136
## BTG1 137
## LYN 165
## APOBEC3G 195
## CD52 150
## LGALS1 244
## CCR6 415
## LAT 370
## IFITM2 170
## GZMK 40
## CXCR3 111
## BCL2 204
## TNFSF10 207
## CD244 167
## GNAI2 160
## RPN2 202
## GIMAP5 145
## IL32 153
## IKZF1 153
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 210
## S100A10 205
## VPS28 260
## ITGAL 191
## NCR3 122
## GIMAP2 434
## CASP5 318
## IL4R 139
## LAT2 151
## IL23R 224
## CASP3 259
## LCK 190
## CD48 239
## KLRK1 189
## IL2RB 237
## CD3E 198
## NKG7 213
## PIK3IP1 440
## FCER1G 160
## RUNX3 213
## CCND2 152
## BIN2 325
## CD335.NCR1.AHS0068.pAbO 228
## PTPRC 266
## KLRB1 133
## BAX 313
## CTSW 161
## TXK 354
## DOCK8 306
## CD37 277
## TRBC2 147
## LAMP1 227
## ARL4C 368
## PRF1 240
## CXCR4 368
## CD63 156
## HLA.A 161
## HLA.C 161
## SELPLG 340
as.data.frame(m[2]) %>%
arrange(desc(mean.AUC))
## group group_name self.average
## TYMS 1 2 3.9474759336
## KIAA0101 1 2 2.8741510527
## HMGB2 1 2 3.4568993354
## TOP2A 1 2 2.8273349238
## TK1 1 2 2.4510672530
## AURKB 1 2 2.2969992607
## UBE2C 1 2 2.1570712333
## PCNA 1 2 3.2590039979
## HMMR 1 2 1.1947603961
## CCNB1 1 2 1.5089960563
## MKI67 1 2 0.8482343130
## MCM4 1 2 1.5503997720
## MCM2 1 2 1.7848104531
## GAPDH 1 2 6.4860611830
## PTTG2 1 2 0.8799956203
## TRDC 1 2 3.0142199708
## PDIA6 1 2 2.5798620682
## ANXA5 1 2 2.5431043386
## HLA.DRA 1 2 1.6963638195
## ITGAE 1 2 1.2076910588
## CD74 1 2 4.5735520159
## HLA.DPA1 1 2 1.9339321125
## S100A10 1 2 3.3085737271
## Tim3.HAVCR2.AHS0016.pAbO 1 2 2.6150119549
## HLA.DPB1 1 2 1.2080190403
## KLRC1 1 2 3.3951236671
## TMEM97 1 2 0.8057687054
## DPP4 1 2 1.0723598954
## RPN2 1 2 2.5234479763
## PYCR1 1 2 0.4267507634
## HLA.DRB3 1 2 0.8589776781
## CD94.KLRD1.AHS0085.pAbO 1 2 2.1591301850
## CASP3 1 2 1.8845739286
## LAP3 1 2 1.7392950158
## PDIA4 1 2 1.2066806693
## PASK 1 2 0.4231801723
## CD314.KLRK1.AHS0065.pAbO 1 2 1.5598048386
## GZMA 1 2 5.7911164453
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1 2 0.7023541893
## HLA.DMA 1 2 1.0330023267
## NCR3 1 2 2.2940724137
## CD38 1 2 0.3977839159
## HLA.DQA1 1 2 1.6823819357
## BAX 1 2 2.3876174786
## KLRK1 1 2 2.4649088751
## HLA.DQB1 1 2 0.8198685584
## CXCR4 1 2 2.6062499845
## ADA 1 2 1.2480067855
## HLA.DMB 1 2 0.7638545760
## KLRF1 1 2 1.7110819865
## TARP_refseq 1 2 1.8427543666
## CD38.HIT2.CD38.AHS0022.pAbO 1 2 1.6392708188
## IFITM2 1 2 2.4551715066
## FBXO22 1 2 0.4182715800
## GNAI2 1 2 1.6448785242
## CD7.CD7.AHS0043.pAbO 1 2 3.5883486760
## FAS 1 2 0.7397589621
## ITGB2 1 2 3.3703006868
## CXCR3 1 2 2.4164528782
## YBX3 1 2 0.4329349699
## CD18.ITGB2.AHS0091.pAbO 1 2 3.0704475633
## APOBEC3G 1 2 3.5246063958
## HLA.C 1 2 6.6614068325
## CCR1 1 2 0.6952391714
## TNFSF10 1 2 3.5024138065
## IL12RB2 1 2 0.9764536005
## GNLY 1 2 7.4165355453
## XBP1 1 2 2.5896950864
## CD8.SK1.CD8A.AHS0228.pAbO 1 2 1.2249977441
## IFITM3 1 2 1.8173273642
## CST7 1 2 3.0931021420
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 1 2 3.2311033397
## GZMH 1 2 0.9665631215
## CD70 1 2 1.4051460542
## LGALS1 1 2 5.6862610562
## LYN 1 2 1.4523968375
## ATF6B 1 2 0.9170671278
## GIMAP2 1 2 0.8536230476
## CD8A 1 2 1.4493392385
## CD2.CD2.AHS0029.pAbO 1 2 2.7254724759
## GZMK 1 2 2.3600349685
## KDELR1 1 2 0.2076964435
## NINJ2 1 2 1.0089792548
## CD19.SJ25C1.CD19.AHS0030.pAbO 1 2 0.2279301658
## CD2 1 2 3.4281367966
## FN1 1 2 0.5141208662
## CD45RA.HI100.PTPRC.AHS0009.pAbO 1 2 0.8299017212
## GAB2 1 2 0.4087584648
## EOMES 1 2 0.2172345689
## FTH1 1 2 0.2019939860
## STAT1 1 2 0.7694604627
## LAT2 1 2 1.7932912449
## RUNX3 1 2 3.1774203622
## BCL11B 1 2 0.2115577834
## GZMB 1 2 5.6395332550
## CXCL5 1 2 0.7271802691
## S1PR1 1 2 0.1575374851
## CLEC2D 1 2 0.1709839710
## KLRC3 1 2 0.6729039880
## ITGA4 1 2 0.5788173664
## KIR2DL1 1 2 1.8631943191
## CD26.DPP4.AHS0109.pAbO 1 2 3.2775337224
## FOXP1 1 2 0.2035174014
## TRBC2 1 2 3.4416157689
## HLA.A 1 2 5.6698979289
## LEF1 1 2 0.6064641342
## CD81.CD81.AHS0021.pAbO 1 2 2.5879007453
## IKZF1 1 2 1.3203874541
## FCGR3A 1 2 2.4951414783
## CCR5 1 2 0.9134416156
## CD215.IL15RA.AHS0212.pAbO 1 2 0.7297504219
## IL1RL1 1 2 0.0880632412
## LAT 1 2 0.9217451493
## FUT4 1 2 0.1130334677
## CD33.WM53.CD33.AHS0044.pAbO 1 2 0.4908602594
## ENTPD1 1 2 0.9963795180
## CD244 1 2 1.2243370493
## CD5.UCHT2.CD5.AHS0047.pAbO 1 2 0.1214814371
## ARL4C 1 2 1.8454160281
## RORA 1 2 0.1591799577
## TIGIT 1 2 0.9412771896
## NCAM1 1 2 0.2452816628
## ITGAM 1 2 1.1546522301
## CD127.IL7R.AHS0028.pAbO 1 2 0.3757107196
## VPS28 1 2 1.3184733067
## IL15RA 1 2 0.3565309166
## LGALS9 1 2 0.3364751779
## ICOS 1 2 0.4412670907
## SLC25A37 1 2 0.0443658738
## RNASE6 1 2 0.0523570657
## IGBP1 1 2 0.8066967816
## SELL 1 2 0.1062695202
## IRF4 1 2 0.3426828400
## JUN 1 2 0.4625123076
## GIMAP7 1 2 0.0850947807
## CTSW 1 2 5.2037392247
## STAT4 1 2 1.7435412597
## PSEN1 1 2 0.2926558808
## SNCA 1 2 0.0735458364
## CD1D.CD1D.AHS0219.pAbO 1 2 0.3876932774
## IL18 1 2 0.2147934664
## IFNGR1 1 2 0.8179689783
## KLRC4 1 2 0.1175260688
## STAT5A 1 2 0.7148193370
## IER5 1 2 0.0441710661
## ITGAL 1 2 1.6967710198
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 1 2 0.6320216878
## CD247 1 2 1.2589798645
## LAIR2 1 2 0.4035315069
## FOXO3 1 2 0.1724757155
## TRAC 1 2 0.7379182973
## LAMP3 1 2 0.0298782351
## TNFSF13B 1 2 0.0868292836
## MGST1 1 2 0.0786546879
## IL12RB1 1 2 0.4945311520
## GATA3 1 2 0.0446151037
## CCR2 1 2 0.1964351180
## CD27.L128.CD27.AHS0249.pAbO 1 2 0.0624616673
## IL6 1 2 0.0366587640
## NRP1 1 2 0.0489517154
## IL15 1 2 0.1139471608
## CCR7 1 2 0.0142305275
## CD14 1 2 0.0145045888
## IL18RAP 1 2 0.8579007093
## IL9R 1 2 0.0628458768
## TNFSF13 1 2 0.0936305877
## CD1A 1 2 0.0100684522
## KLRG1 1 2 0.0559241943
## CTSG 1 2 0.0076311616
## OAS1 1 2 0.2395448729
## CX3CR1 1 2 0.0398462376
## LAG3 1 2 0.0444019757
## CXCR1 1 2 0.0058004431
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 1 2 0.0759603871
## ADGRG3 1 2 0.6560011538
## TBX21 1 2 1.5064447407
## CD40.CD40.AHS0117.pAbO 1 2 0.0086176014
## ADGRE1 1 2 0.0066412071
## ZAP70 1 2 0.0744932967
## TGFBI 1 2 0.0106928649
## IL3RA 1 2 0.1407056729
## CD34.581.CD34.AHS0061.pAbO 1 2 0.1966597038
## SLAMF1 1 2 0.0073417650
## BCL6 1 2 0.0145645040
## TGFB3 1 2 0.0074415484
## TNFRSF9 1 2 0.0145019137
## TNFRSF13C 1 2 0.0029087722
## CD8B 1 2 0.0074458528
## DOCK8 1 2 1.9940571578
## LY86 1 2 0.0086254867
## IGHM_membrane 1 2 0.0028160760
## CTLA4 1 2 0.0200237713
## CD4 1 2 0.0023890902
## IL5 1 2 0.0023367090
## AIM2 1 2 0.0219987414
## IGHM_secreted 1 2 0.0018583340
## CD79B 1 2 0.0641929341
## IGHA1_secreted 1 2 0.0235710929
## CCL2 1 2 0.0019146087
## VMO1 1 2 0.0039905938
## BTLA 1 2 0.0006864884
## MMP9 1 2 0.0007646818
## CD1C 1 2 0.0005835071
## TREM1 1 2 0.0016043086
## CLEC4E 1 2 0.0003213171
## FOXP3 1 2 0.0456437651
## PI3 1 2 0.0004939734
## PDCD1 1 2 0.0024408306
## CD5 1 2 0.0030554110
## CXCR2 1 2 0.0013767260
## ARG1 1 2 0.0001591780
## CD36 1 2 0.0001970317
## CNTNAP3 1 2 0.0002552849
## FLT3 1 2 0.0002259632
## IGHG1_secreted 1 2 0.0001893649
## IGHG3_secreted 1 2 0.0001114389
## RNASE2 1 2 0.0002130018
## CCR3 1 2 0.0107777027
## CCR4 1 2 0.0002218969
## IFNA1 1 2 0.0001890310
## CD163 1 2 0.0003056126
## IL12A 1 2 0.0009389291
## CD24 1 2 0.0026198917
## S100A9 1 2 0.0012984007
## IL4 1 2 0.0024387480
## CD274 1 2 0.0329885957
## ALAS2 1 2 0.0000000000
## APOE 1 2 0.0000000000
## AQP9 1 2 0.0000000000
## AZU1 1 2 0.0000000000
## BLK 1 2 0.0000000000
## BLNK 1 2 0.0000000000
## BPI 1 2 0.0000000000
## C1QA 1 2 0.0000000000
## C1QB 1 2 0.0000000000
## CCL13 1 2 0.0000000000
## CCL17 1 2 0.0000000000
## CCL19 1 2 0.0000000000
## CCR9 1 2 0.0000000000
## CD1B 1 2 0.0000000000
## CD209 1 2 0.0000000000
## CD22 1 2 0.0000000000
## CD34 1 2 0.0000000000
## CEACAM8 1 2 0.0000000000
## CHI3L1 1 2 0.0000000000
## CLC 1 2 0.0000000000
## CLEC10A 1 2 0.0000000000
## CPA3 1 2 0.0000000000
## CXCL11 1 2 0.0000000000
## CXCL13 1 2 0.0000000000
## CXCL9 1 2 0.0000000000
## DEFA3 1 2 0.0000000000
## DEFA4 1 2 0.0000000000
## EBF1 1 2 0.0000000000
## ELANE 1 2 0.0000000000
## F13A1 1 2 0.0000000000
## FCER1A 1 2 0.0000000000
## FCER2 1 2 0.0000000000
## FCN1 1 2 0.0000000000
## GHR 1 2 0.0000000000
## IGHD_membrane 1 2 0.0000000000
## IGHE_secreted 1 2 0.0000000000
## IGHG1_membrane 1 2 0.0000000000
## IGHG2_secreted 1 2 0.0000000000
## IGHG4_secreted 1 2 0.0000000000
## IGLC3 1 2 0.0000000000
## IL17A 1 2 0.0000000000
## IL17F 1 2 0.0000000000
## IL21 1 2 0.0000000000
## IL25 1 2 0.0000000000
## IL31 1 2 0.0000000000
## IL33 1 2 0.0000000000
## IL9 1 2 0.0000000000
## MME 1 2 0.0000000000
## MMP12 1 2 0.0000000000
## S100A12 1 2 0.0000000000
## TCL1A 1 2 0.0000000000
## TLR8 1 2 0.0000000000
## TNFRSF17 1 2 0.0000000000
## VPREB3 1 2 0.0000000000
## AOC3 1 2 0.0000000000
## EPX 1 2 0.0000000000
## IL22 1 2 0.0000000000
## LRRC32 1 2 0.0000000000
## CXCL2 1 2 0.0000000000
## MS4A1 1 2 0.0000000000
## CD40 1 2 0.0011736177
## CXCL3 1 2 0.0000000000
## SPP1 1 2 0.0000000000
## CD3G 1 2 0.0022269178
## SLC7A7 1 2 0.0013896574
## IL1R2 1 2 0.0000000000
## CR2 1 2 0.0000000000
## KCNE3 1 2 0.0000000000
## CD200 1 2 0.0003211977
## CD79A 1 2 0.0050023157
## CLEC4D 1 2 0.0000000000
## CXCL10 1 2 0.0001648663
## CD28 1 2 0.0003960398
## CCL22 1 2 0.0000000000
## MITF 1 2 0.0000000000
## IL2 1 2 0.0010620691
## CXCL8 1 2 0.0034784115
## JCHAIN 1 2 0.0000000000
## F5 1 2 0.0000000000
## VSIG4 1 2 0.0002738308
## THBD 1 2 0.0000000000
## POU2AF1 1 2 0.0016828244
## GZMM 1 2 0.0004167703
## FAM129C 1 2 0.0000000000
## PAX5 1 2 0.0103931854
## CXCL1 1 2 0.0000000000
## IL6R 1 2 0.0002121527
## CMKLR1 1 2 0.0011100162
## CD103.ITGAE.AHS0001.pAbO 1 2 0.0275553146
## LILRB4 1 2 0.0023308254
## TNFRSF4 1 2 0.0145619618
## TPSAB1 1 2 0.0016770142
## CCR10 1 2 0.0000000000
## B3GAT1 1 2 0.0072592813
## TLR2 1 2 0.0003330228
## CXCL16 1 2 0.0262168991
## TLR9 1 2 0.0029891294
## CSF3 1 2 0.0005271120
## CHI3L2 1 2 0.0124372589
## CMTM2 1 2 0.0123117480
## IL1B 1 2 0.0022014731
## CD27 1 2 0.0021614806
## TCF4 1 2 0.0196277227
## CD160 1 2 0.0439180130
## TLR7 1 2 0.0005248670
## NT5E 1 2 0.0010424499
## TCF7 1 2 0.0045151451
## CD4.SK3.CD4.AHS0032.pAbO 1 2 0.1010312424
## CD72 1 2 0.0372279420
## BACH2 1 2 0.1856484130
## CD80 1 2 0.1681415317
## CD22.CD22.AHS0195.pAbO 1 2 0.2194489239
## CCL20 1 2 0.0029243223
## GIMAP5 1 2 0.8238652375
## PECAM1 1 2 0.4464279816
## TNFRSF18 1 2 0.0341710101
## CXCR5 1 2 0.0096227196
## THBS1 1 2 0.0382930632
## CD6 1 2 0.0325189182
## TRAT1 1 2 0.2321862242
## LTB 1 2 0.0342561489
## JUNB 1 2 0.1762044104
## FAM65B 1 2 0.1801441801
## FYN 1 2 2.5258654644
## IKZF2 1 2 0.0659196656
## IGKC 1 2 0.0394647134
## TNFSF8 1 2 0.1114774256
## CD3D 1 2 0.0807052470
## QPCT 1 2 0.1025752901
## CD102.ICAM2.AHS0155.pAbO 1 2 0.4517388133
## IL13 1 2 0.1251595531
## FOSL1 1 2 0.0652569825
## VEGFA 1 2 0.4269918414
## NAMPT 1 2 0.6318847694
## CD28.CD28.2.CD28.AHS0024.pAbO 1 2 0.0606485329
## TNFRSF1B 1 2 1.8029277548
## CD3E 1 2 3.0550952400
## CD86 1 2 0.1042453753
## IL3 1 2 0.0326778708
## FOXO1 1 2 0.1268734739
## TNFRSF25 1 2 0.0026975350
## IL23R 1 2 1.3913333617
## CD9 1 2 0.2551986733
## CD63 1 2 4.3039232429
## FASLG 1 2 0.5270752906
## IL1RN 1 2 0.0460471834
## ZBED2 1 2 0.0933273855
## ZBTB16 1 2 0.4609248655
## LIPA 1 2 0.8754803014
## LTA 1 2 0.6079648421
## PTGDR2 1 2 0.0128650999
## CD48 1 2 3.2236780631
## CCR8 1 2 0.0333386249
## CD3.SK7.CD3E.AHS0033.pAbO 1 2 0.0772249577
## CNOT2 1 2 0.9390916181
## TIAF1 1 2 0.5888353940
## HAVCR2 1 2 2.6038571229
## MZB1 1 2 0.6242760980
## PMCH 1 2 0.0474247218
## ZNF683 1 2 0.1307231281
## CD33 1 2 0.2663294114
## CCR6 1 2 0.6504922687
## DUSP4 1 2 1.5979305263
## IL18R1 1 2 0.8426239967
## IL7R 1 2 0.0289430524
## STAT6 1 2 0.1232913180
## IgM.IGHM.AHS0198.pAbO 1 2 0.2280659257
## RGS1 1 2 0.9164724949
## VNN2 1 2 0.5873601869
## NKG7 1 2 5.9386828048
## CD25.2A3.IL2RA.AHS0026.pAbO 1 2 0.1646643796
## CD14.MPHIP9.CD14.AHS0037.pAbO 1 2 0.1231858081
## CX3CR1.CX3CR1.AHS0125.pAbO 1 2 0.1422866055
## BCL2A1 1 2 0.5662571124
## CXCR6 1 2 0.6610260965
## CD7 1 2 1.0497012635
## RORC 1 2 0.0227871886
## CBLB 1 2 0.5906531739
## IgG.IGHG1_2_3_4.AHS0059.pAbO 1 2 1.1267080666
## CD335.NCR1.AHS0068.pAbO 1 2 1.1067603824
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 1 2 0.2257125071
## CCR7.CCR7.AHS0273.pAbO 1 2 0.1883180918
## TNFRSF8 1 2 0.2020563952
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 1 2 0.5666903471
## CTSD 1 2 0.7889000904
## CD45RO.PTPRC.AHS0036.pAbO 1 2 0.4133553300
## CD40LG 1 2 0.0866920879
## CD279.EH12.1.PDCD1.AHS0014.pAbO 1 2 0.3723439693
## FYB 1 2 0.6075778498
## TSPAN32 1 2 0.0994313068
## BIN2 1 2 1.6518683620
## IRF8 1 2 2.6152261826
## LCK 1 2 2.3814640943
## DUSP1 1 2 0.3230876661
## LIF 1 2 0.6542296522
## CASP5 1 2 1.2360126736
## PTPRC 1 2 2.6090903622
## TNFSF14 1 2 1.2096095953
## ITGAX 1 2 1.8334025085
## SEMA7A 1 2 0.2455801076
## MYC 1 2 1.1920754507
## PIK3AP1 1 2 1.3300777437
## SPOCK2 1 2 0.5428151748
## TGFB1 1 2 0.5524236343
## TRIB2 1 2 0.7403279368
## IER3 1 2 0.7592154137
## KIT 1 2 0.8078405348
## FOSB 1 2 0.1481028577
## CCL1 1 2 0.7777504865
## CCL3 1 2 3.3136607460
## LGALS3 1 2 0.3734402433
## CD95.FAS.AHS0023.pAbO 1 2 2.9151618723
## CD300A 1 2 1.6440722149
## BCL2 1 2 0.9390909188
## TNF 1 2 2.4745564554
## TXK 1 2 1.5049946009
## IFNG 1 2 0.7924550474
## IL4R 1 2 2.3319491669
## CD152.CTLA4.AHS0017.pAbO 1 2 0.8681085644
## IL32 1 2 5.0393328841
## IL2RB 1 2 4.7529200973
## GLG1 1 2 0.5353274043
## PRDM1 1 2 1.0206794580
## XCL1 1 2 0.6730922645
## BIRC3 1 2 1.4715870741
## C10orf54 1 2 1.2394496980
## STAT3 1 2 0.7396314062
## CD39.ENTPD1.AHS0006.pAbO 1 2 1.4251096507
## CD226.CD226.AHS0079.pAbO 1 2 0.7405479036
## LAMP1 1 2 2.3301605267
## CCL4 1 2 4.6912911377
## EGR1 1 2 0.5467181646
## EGR3 1 2 0.5700459173
## FCER1G 1 2 3.9101454060
## SELPLG 1 2 2.4099356034
## IL2RA 1 2 1.5593890089
## ITK 1 2 1.2085497936
## ICAM1 1 2 1.3499653641
## PRF1 1 2 5.1786563836
## CD161.DX12.KLRB1.AHS0002.pAbO 1 2 0.3401982754
## CD44 1 2 1.6987791514
## CCL5 1 2 3.3518275137
## CD69 1 2 1.3226923047
## DUSP2 1 2 1.4116881560
## PIK3IP1 1 2 0.6319319694
## CD69.CD69.AHS0010.pAbO 1 2 1.9759914441
## CSF2 1 2 1.6345426906
## CD52 1 2 4.2392700462
## CCND2 1 2 3.1932199429
## CD37 1 2 1.8451801204
## BTG1 1 2 2.9720652475
## KLRB1 1 2 1.9983811515
## other.average self.detected
## TYMS 1.180675e+00 0.9884686347
## KIAA0101 6.291093e-01 0.9709409594
## HMGB2 9.346124e-01 0.9709409594
## TOP2A 4.527700e-01 0.8918357934
## TK1 4.554718e-01 0.9142066421
## AURKB 3.367020e-01 0.8104243542
## UBE2C 2.555286e-01 0.7841328413
## PCNA 1.428292e+00 0.9501845018
## HMMR 1.224959e-01 0.6464483395
## CCNB1 2.371889e-01 0.6902675277
## MKI67 1.120979e-01 0.6097785978
## MCM4 5.958020e-01 0.7587638376
## MCM2 7.565260e-01 0.7769833948
## GAPDH 5.983992e+00 1.0000000000
## PTTG2 2.381185e-01 0.5977859779
## TRDC 2.237572e+00 0.9755535055
## PDIA6 1.985505e+00 0.9847785978
## ANXA5 1.973683e+00 0.9833948339
## HLA.DRA 8.588249e-01 0.7412361624
## ITGAE 6.752279e-01 0.7839022140
## CD74 3.878958e+00 0.9981549815
## HLA.DPA1 1.273124e+00 0.8616236162
## S100A10 2.860199e+00 0.9979243542
## Tim3.HAVCR2.AHS0016.pAbO 2.312794e+00 1.0000000000
## HLA.DPB1 6.489169e-01 0.6662822878
## KLRC1 2.934306e+00 0.9822416974
## TMEM97 4.416876e-01 0.5959409594
## DPP4 6.915336e-01 0.7315498155
## RPN2 2.159786e+00 0.9838560886
## PYCR1 1.391693e-01 0.3717712177
## HLA.DRB3 4.467347e-01 0.5394372694
## CD94.KLRD1.AHS0085.pAbO 1.766123e+00 0.9993081181
## CASP3 1.545664e+00 0.9425738007
## LAP3 1.403366e+00 0.9167435424
## PDIA4 8.896739e-01 0.7866697417
## PASK 1.971484e-01 0.3807656827
## CD314.KLRK1.AHS0065.pAbO 1.372667e+00 1.0000000000
## GZMA 5.496094e+00 1.0000000000
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 5.800787e-01 0.9852398524
## HLA.DMA 7.550863e-01 0.6978782288
## NCR3 1.971157e+00 0.9598708487
## CD38 1.873599e-01 0.3424815498
## HLA.DQA1 1.166058e+00 0.6383763838
## BAX 2.085794e+00 0.9686346863
## KLRK1 2.200061e+00 0.9760147601
## HLA.DQB1 5.377477e-01 0.5071494465
## CXCR4 2.178971e+00 0.9075184502
## ADA 9.896513e-01 0.7689114391
## HLA.DMB 5.576204e-01 0.5827952030
## KLRF1 1.404074e+00 0.8251845018
## TARP_refseq 1.566371e+00 0.9052121771
## CD38.HIT2.CD38.AHS0022.pAbO 1.473155e+00 0.9986162362
## IFITM2 2.181228e+00 0.9529520295
## FBXO22 2.731526e-01 0.3980627306
## GNAI2 1.419466e+00 0.9026752768
## CD7.CD7.AHS0043.pAbO 3.415598e+00 1.0000000000
## FAS 5.608685e-01 0.5846402214
## ITGB2 2.961026e+00 0.9838560886
## CXCR3 2.140071e+00 0.9605627306
## YBX3 2.814522e-01 0.3627767528
## CD18.ITGB2.AHS0091.pAbO 2.770626e+00 1.0000000000
## APOBEC3G 3.324261e+00 0.9967712177
## HLA.C 6.523176e+00 1.0000000000
## CCR1 5.521208e-01 0.5435885609
## TNFSF10 3.327644e+00 0.9981549815
## IL12RB2 8.149193e-01 0.6575184502
## GNLY 7.217447e+00 1.0000000000
## XBP1 2.398871e+00 0.9665590406
## CD8.SK1.CD8A.AHS0228.pAbO 1.027776e+00 0.9836254613
## IFITM3 1.586709e+00 0.8422509225
## CST7 2.889094e+00 0.9926199262
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 3.154036e+00 1.0000000000
## GZMH 8.129139e-01 0.5894833948
## CD70 1.180505e+00 0.6439114391
## LGALS1 5.512209e+00 1.0000000000
## LYN 1.299484e+00 0.8759225092
## ATF6B 7.899826e-01 0.6969557196
## GIMAP2 7.397890e-01 0.6496771218
## CD8A 1.225383e+00 0.6236162362
## CD2.CD2.AHS0029.pAbO 2.552223e+00 1.0000000000
## GZMK 2.125699e+00 0.9153597786
## KDELR1 1.298357e-01 0.2133302583
## NINJ2 8.818522e-01 0.6923431734
## CD19.SJ25C1.CD19.AHS0030.pAbO 2.056733e-01 0.8500922509
## CD2 3.174715e+00 0.9527214022
## FN1 3.804243e-01 0.3293357934
## CD45RA.HI100.PTPRC.AHS0009.pAbO 7.570082e-01 0.9534132841
## GAB2 3.409869e-01 0.3641605166
## EOMES 1.525498e-01 0.1994926199
## FTH1 1.400458e-01 0.2041051661
## STAT1 7.055041e-01 0.5885608856
## LAT2 1.674026e+00 0.8922970480
## RUNX3 3.067400e+00 0.9928505535
## BCL11B 1.618428e-01 0.2015682657
## GZMB 5.508129e+00 0.9995387454
## CXCL5 6.609919e-01 0.6023985240
## S1PR1 1.008868e-01 0.1392988930
## CLEC2D 1.191263e-01 0.1685885609
## KLRC3 6.064929e-01 0.4836254613
## ITGA4 5.332475e-01 0.4854704797
## KIR2DL1 1.737731e+00 0.7333948339
## CD26.DPP4.AHS0109.pAbO 3.204863e+00 1.0000000000
## FOXP1 1.704179e-01 0.2094095941
## TRBC2 3.390491e+00 0.9972324723
## HLA.A 5.608390e+00 1.0000000000
## LEF1 5.763514e-01 0.4575645756
## CD81.CD81.AHS0021.pAbO 2.536531e+00 1.0000000000
## IKZF1 1.250053e+00 0.8161900369
## FCGR3A 2.338508e+00 0.8355627306
## CCR5 8.645298e-01 0.6422970480
## CD215.IL15RA.AHS0212.pAbO 7.206860e-01 0.9972324723
## IL1RL1 6.252287e-02 0.0975553506
## LAT 8.790331e-01 0.6782749077
## FUT4 8.535515e-02 0.1187730627
## CD33.WM53.CD33.AHS0044.pAbO 4.960071e-01 0.8955258303
## ENTPD1 9.559325e-01 0.6621309963
## CD244 1.169306e+00 0.7961254613
## CD5.UCHT2.CD5.AHS0047.pAbO 1.160685e-01 0.7486162362
## ARL4C 1.771241e+00 0.9105166052
## RORA 1.481377e-01 0.1563653137
## TIGIT 9.079341e-01 0.6028597786
## NCAM1 2.394055e-01 0.2500000000
## ITGAM 1.103905e+00 0.7762915129
## CD127.IL7R.AHS0028.pAbO 3.684338e-01 0.9787822878
## VPS28 1.268009e+00 0.8392527675
## IL15RA 3.407788e-01 0.3394833948
## LGALS9 3.323213e-01 0.3051199262
## ICOS 4.354829e-01 0.3911439114
## SLC25A37 2.068688e-02 0.0486623616
## RNASE6 3.164931e-02 0.0560424354
## IGBP1 7.791504e-01 0.6386070111
## SELL 8.071310e-02 0.0878690037
## IRF4 3.350911e-01 0.2587638376
## JUN 4.466084e-01 0.3775369004
## GIMAP7 7.287812e-02 0.0883302583
## CTSW 5.145403e+00 1.0000000000
## STAT4 1.687959e+00 0.9135147601
## PSEN1 2.895357e-01 0.2875922509
## SNCA 5.304472e-02 0.0714944649
## CD1D.CD1D.AHS0219.pAbO 3.821626e-01 0.9838560886
## IL18 2.155848e-01 0.2066420664
## IFNGR1 8.028587e-01 0.6358394834
## KLRC4 1.138335e-01 0.1178505535
## STAT5A 7.093176e-01 0.5837177122
## IER5 3.475197e-02 0.0502767528
## ITGAL 1.662211e+00 0.9017527675
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 6.714556e-01 0.9748616236
## CD247 1.238152e+00 0.7933579336
## LAIR2 4.036541e-01 0.2804428044
## FOXO3 1.802452e-01 0.1768911439
## TRAC 7.396115e-01 0.5011531365
## LAMP3 1.965503e-02 0.0309040590
## TNFSF13B 9.487937e-02 0.0931734317
## MGST1 6.832212e-02 0.0654981550
## IL12RB1 5.039589e-01 0.4423431734
## GATA3 3.750644e-02 0.0488929889
## CCR2 2.024615e-01 0.1651291513
## CD27.L128.CD27.AHS0249.pAbO 6.498523e-02 0.5274446494
## IL6 2.800318e-02 0.0334409594
## NRP1 4.798227e-02 0.0516605166
## IL15 1.188047e-01 0.1139298893
## CCR7 4.878174e-03 0.0126845018
## CD14 8.499389e-03 0.0163745387
## IL18RAP 8.630138e-01 0.6130073801
## IL9R 6.487992e-02 0.0657287823
## TNFSF13 9.714674e-02 0.0961715867
## CD1A 4.745826e-03 0.0124538745
## KLRG1 5.388853e-02 0.0495848708
## CTSG 1.429918e-03 0.0085332103
## OAS1 2.581024e-01 0.2250922509
## CX3CR1 3.972168e-02 0.0334409594
## LAG3 4.074493e-02 0.0369003690
## CXCR1 2.342204e-03 0.0069188192
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 7.763906e-02 0.6000922509
## ADGRG3 6.833819e-01 0.4416512915
## TBX21 1.493610e+00 0.8235701107
## CD40.CD40.AHS0117.pAbO 9.075048e-03 0.1040129151
## ADGRE1 3.932209e-03 0.0073800738
## ZAP70 8.383921e-02 0.0837177122
## TGFBI 9.188744e-03 0.0115313653
## IL3RA 1.437839e-01 0.1148523985
## CD34.581.CD34.AHS0061.pAbO 1.988274e-01 0.8929889299
## SLAMF1 5.554152e-03 0.0085332103
## BCL6 1.415135e-02 0.0156826568
## TGFB3 7.245936e-03 0.0080719557
## TNFRSF9 1.320121e-02 0.0152214022
## TNFRSF13C 1.269451e-03 0.0027675277
## CD8B 7.304831e-03 0.0062269373
## DOCK8 1.970070e+00 0.9522601476
## LY86 7.528327e-03 0.0080719557
## IGHM_membrane 7.524597e-04 0.0023062731
## CTLA4 1.853377e-02 0.0170664207
## CD4 9.447941e-04 0.0020756458
## IL5 5.555839e-04 0.0016143911
## AIM2 2.186084e-02 0.0237546125
## IGHM_secreted 2.905681e-04 0.0013837638
## CD79B 7.562948e-02 0.0625000000
## IGHA1_secreted 2.643549e-02 0.0216789668
## CCL2 5.905826e-04 0.0011531365
## VMO1 3.595290e-03 0.0041512915
## BTLA 0.000000e+00 0.0006918819
## MMP9 5.005840e-05 0.0006918819
## CD1C 7.426235e-05 0.0006918819
## TREM1 1.207736e-03 0.0018450185
## CLEC4E 2.130776e-05 0.0004612546
## FOXP3 5.330634e-02 0.0339022140
## PI3 8.021500e-05 0.0004612546
## PDCD1 2.062296e-03 0.0023062731
## CD5 2.887263e-03 0.0023062731
## CXCR2 1.526884e-03 0.0013837638
## ARG1 0.000000e+00 0.0002306273
## CD36 0.000000e+00 0.0002306273
## CNTNAP3 0.000000e+00 0.0002306273
## FLT3 0.000000e+00 0.0002306273
## IGHG1_secreted 0.000000e+00 0.0002306273
## IGHG3_secreted 0.000000e+00 0.0002306273
## RNASE2 0.000000e+00 0.0002306273
## CCR3 1.279219e-02 0.0094557196
## CCR4 3.712737e-05 0.0002306273
## IFNA1 3.673261e-05 0.0002306273
## CD163 7.185673e-05 0.0002306273
## IL12A 7.684043e-04 0.0009225092
## CD24 2.292247e-03 0.0025369004
## S100A9 8.352943e-04 0.0011531365
## IL4 5.810838e-03 0.0027675277
## CD274 3.531308e-02 0.0373616236
## ALAS2 0.000000e+00 0.0000000000
## APOE 0.000000e+00 0.0000000000
## AQP9 0.000000e+00 0.0000000000
## AZU1 0.000000e+00 0.0000000000
## BLK 0.000000e+00 0.0000000000
## BLNK 0.000000e+00 0.0000000000
## BPI 0.000000e+00 0.0000000000
## C1QA 0.000000e+00 0.0000000000
## C1QB 0.000000e+00 0.0000000000
## CCL13 0.000000e+00 0.0000000000
## CCL17 0.000000e+00 0.0000000000
## CCL19 0.000000e+00 0.0000000000
## CCR9 0.000000e+00 0.0000000000
## CD1B 0.000000e+00 0.0000000000
## CD209 0.000000e+00 0.0000000000
## CD22 0.000000e+00 0.0000000000
## CD34 0.000000e+00 0.0000000000
## CEACAM8 0.000000e+00 0.0000000000
## CHI3L1 0.000000e+00 0.0000000000
## CLC 0.000000e+00 0.0000000000
## CLEC10A 0.000000e+00 0.0000000000
## CPA3 0.000000e+00 0.0000000000
## CXCL11 0.000000e+00 0.0000000000
## CXCL13 0.000000e+00 0.0000000000
## CXCL9 0.000000e+00 0.0000000000
## DEFA3 0.000000e+00 0.0000000000
## DEFA4 0.000000e+00 0.0000000000
## EBF1 0.000000e+00 0.0000000000
## ELANE 0.000000e+00 0.0000000000
## F13A1 0.000000e+00 0.0000000000
## FCER1A 0.000000e+00 0.0000000000
## FCER2 0.000000e+00 0.0000000000
## FCN1 0.000000e+00 0.0000000000
## GHR 0.000000e+00 0.0000000000
## IGHD_membrane 0.000000e+00 0.0000000000
## IGHE_secreted 0.000000e+00 0.0000000000
## IGHG1_membrane 0.000000e+00 0.0000000000
## IGHG2_secreted 0.000000e+00 0.0000000000
## IGHG4_secreted 0.000000e+00 0.0000000000
## IGLC3 0.000000e+00 0.0000000000
## IL17A 0.000000e+00 0.0000000000
## IL17F 0.000000e+00 0.0000000000
## IL21 0.000000e+00 0.0000000000
## IL25 0.000000e+00 0.0000000000
## IL31 0.000000e+00 0.0000000000
## IL33 0.000000e+00 0.0000000000
## IL9 0.000000e+00 0.0000000000
## MME 0.000000e+00 0.0000000000
## MMP12 0.000000e+00 0.0000000000
## S100A12 0.000000e+00 0.0000000000
## TCL1A 0.000000e+00 0.0000000000
## TLR8 0.000000e+00 0.0000000000
## TNFRSF17 0.000000e+00 0.0000000000
## VPREB3 0.000000e+00 0.0000000000
## AOC3 3.519070e-05 0.0000000000
## EPX 3.589194e-05 0.0000000000
## IL22 2.552763e-04 0.0000000000
## LRRC32 5.082508e-05 0.0000000000
## CXCL2 9.173893e-05 0.0000000000
## MS4A1 9.173210e-05 0.0000000000
## CD40 1.237791e-03 0.0009225092
## CXCL3 1.339175e-04 0.0000000000
## SPP1 7.051052e-05 0.0000000000
## CD3G 2.322841e-03 0.0018450185
## SLC7A7 1.606389e-03 0.0016143911
## IL1R2 1.229178e-04 0.0000000000
## CR2 1.988928e-04 0.0000000000
## KCNE3 1.921305e-04 0.0000000000
## CD200 6.758814e-04 0.0004612546
## CD79A 6.381131e-03 0.0057656827
## CLEC4D 2.243386e-04 0.0000000000
## CXCL10 6.603020e-04 0.0002306273
## CD28 9.220238e-04 0.0004612546
## CCL22 2.961682e-04 0.0000000000
## MITF 3.129606e-04 0.0000000000
## IL2 2.024369e-03 0.0011531365
## CXCL8 9.071109e-03 0.0034594096
## JCHAIN 6.258622e-04 0.0000000000
## F5 4.188456e-04 0.0000000000
## VSIG4 7.217849e-04 0.0004612546
## THBD 4.292532e-04 0.0000000000
## POU2AF1 2.417634e-03 0.0020756458
## GZMM 1.085754e-03 0.0002306273
## FAM129C 6.942850e-04 0.0000000000
## PAX5 1.364525e-02 0.0124538745
## CXCL1 8.792592e-04 0.0000000000
## IL6R 8.267765e-04 0.0002306273
## CMKLR1 1.958146e-03 0.0011531365
## CD103.ITGAE.AHS0001.pAbO 2.960850e-02 0.2880535055
## LILRB4 3.038558e-03 0.0023062731
## TNFRSF4 1.836715e-02 0.0170664207
## TPSAB1 3.078901e-03 0.0016143911
## CCR10 1.741035e-03 0.0000000000
## B3GAT1 1.157882e-02 0.0073800738
## TLR2 2.949858e-03 0.0004612546
## CXCL16 3.269952e-02 0.0285977860
## TLR9 6.630576e-03 0.0039206642
## CSF3 3.108153e-03 0.0004612546
## CHI3L2 1.871410e-02 0.0138376384
## CMTM2 1.784080e-02 0.0133763838
## IL1B 6.646302e-03 0.0023062731
## CD27 7.294908e-03 0.0023062731
## TCF4 2.606611e-02 0.0214483395
## CD160 5.845220e-02 0.0398985240
## TLR7 5.877191e-03 0.0006918819
## NT5E 7.382082e-03 0.0011531365
## TCF7 9.949648e-03 0.0050738007
## CD4.SK3.CD4.AHS0032.pAbO 1.030482e-01 0.5389760148
## CD72 4.552019e-02 0.0412822878
## BACH2 2.065135e-01 0.1851937269
## CD80 1.825558e-01 0.1614391144
## CD22.CD22.AHS0195.pAbO 2.228917e-01 0.9026752768
## CCL20 1.321879e-02 0.0027675277
## GIMAP5 8.767746e-01 0.5897140221
## PECAM1 4.863416e-01 0.3837638376
## TNFRSF18 4.856558e-02 0.0387453875
## CXCR5 2.587098e-02 0.0096863469
## THBS1 5.747754e-02 0.0369003690
## CD6 5.078764e-02 0.0202952030
## TRAT1 2.614128e-01 0.1579797048
## LTB 5.489019e-02 0.0369003690
## JUNB 2.021482e-01 0.1761992620
## FAM65B 2.236389e-01 0.1791974170
## FYN 2.515933e+00 0.9806273063
## IKZF2 9.141930e-02 0.0675738007
## IGKC 7.104342e-02 0.0276752768
## TNFSF8 1.524212e-01 0.0952490775
## CD3D 1.151796e-01 0.0428966790
## QPCT 1.297545e-01 0.0966328413
## CD102.ICAM2.AHS0155.pAbO 4.700312e-01 0.9732472325
## IL13 2.039223e-01 0.0871771218
## FOSL1 8.477310e-02 0.0721863469
## VEGFA 4.977770e-01 0.3521678967
## NAMPT 6.923103e-01 0.4930811808
## CD28.CD28.2.CD28.AHS0024.pAbO 6.506724e-02 0.5239852399
## TNFRSF1B 1.809039e+00 0.9017527675
## CD3E 3.060377e+00 0.9863929889
## CD86 1.323261e-01 0.0908671587
## IL3 8.191744e-02 0.0325184502
## FOXO1 1.708116e-01 0.1213099631
## TNFRSF25 4.005226e-02 0.0025369004
## IL23R 1.417774e+00 0.8302583026
## CD9 2.945824e-01 0.1736623616
## CD63 4.305889e+00 0.9997693727
## FASLG 5.756185e-01 0.4520295203
## IL1RN 7.702425e-02 0.0435885609
## ZBED2 1.395988e-01 0.0823339483
## ZBTB16 5.171593e-01 0.3897601476
## LIPA 9.082603e-01 0.6706642066
## LTA 7.221774e-01 0.4345018450
## PTGDR2 7.257935e-02 0.0103782288
## CD48 3.248511e+00 0.9942343173
## CCR8 6.956267e-02 0.0373616236
## CD3.SK7.CD3E.AHS0033.pAbO 8.423708e-02 0.5714944649
## CNOT2 9.713257e-01 0.7073339483
## TIAF1 6.447135e-01 0.5089944649
## HAVCR2 2.618959e+00 0.9718634686
## MZB1 6.832295e-01 0.4744003690
## PMCH 9.930048e-02 0.0290590406
## ZNF683 1.996756e-01 0.0880996310
## CD33 3.269159e-01 0.2493081181
## CCR6 7.428287e-01 0.4506457565
## DUSP4 1.649853e+00 0.7889760148
## IL18R1 9.048098e-01 0.6261531365
## IL7R 1.026370e-01 0.0216789668
## STAT6 1.752529e-01 0.1309963100
## IgM.IGHM.AHS0198.pAbO 2.357959e-01 0.9146678967
## RGS1 1.021342e+00 0.5382841328
## VNN2 6.688075e-01 0.4875461255
## NKG7 5.825145e+00 0.9997693727
## CD25.2A3.IL2RA.AHS0026.pAbO 1.878331e-01 0.6967250923
## CD14.MPHIP9.CD14.AHS0037.pAbO 1.320820e-01 0.7742158672
## CX3CR1.CX3CR1.AHS0125.pAbO 1.514924e-01 0.8028136531
## BCL2A1 6.952185e-01 0.4432656827
## CXCR6 8.039699e-01 0.3992158672
## CD7 1.120493e+00 0.7112546125
## RORC 1.667425e-01 0.0161439114
## CBLB 6.766097e-01 0.4923892989
## IgG.IGHG1_2_3_4.AHS0059.pAbO 1.189810e+00 0.9986162362
## CD335.NCR1.AHS0068.pAbO 1.153477e+00 0.9990774908
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 2.389353e-01 0.9280442804
## CCR7.CCR7.AHS0273.pAbO 2.002314e-01 0.8766143911
## TNFRSF8 2.994222e-01 0.1591328413
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 5.837915e-01 0.9910055351
## CTSD 8.797988e-01 0.5853321033
## CD45RO.PTPRC.AHS0036.pAbO 4.298238e-01 0.9829335793
## CD40LG 1.830824e-01 0.0744926199
## CD279.EH12.1.PDCD1.AHS0014.pAbO 3.900941e-01 0.9368081181
## FYB 7.114100e-01 0.5048431734
## TSPAN32 1.838549e-01 0.1067804428
## BIN2 1.721111e+00 0.9059040590
## IRF8 2.654643e+00 0.9564114391
## LCK 2.441700e+00 0.9677121771
## DUSP1 4.819007e-01 0.2746771218
## LIF 8.606865e-01 0.4573339483
## CASP5 1.326386e+00 0.8007380074
## PTPRC 2.675318e+00 0.9854704797
## TNFSF14 1.323866e+00 0.7693726937
## ITGAX 1.985391e+00 0.8570110701
## SEMA7A 3.500808e-01 0.2324723247
## MYC 1.395715e+00 0.6819649446
## PIK3AP1 1.476218e+00 0.7714483395
## SPOCK2 7.668203e-01 0.3404059041
## TGFB1 7.038799e-01 0.4504151292
## TRIB2 8.937858e-01 0.5691881919
## IER3 9.797577e-01 0.5295202952
## KIT 1.083605e+00 0.4707103321
## FOSB 3.153814e-01 0.1307656827
## CCL1 1.189879e+00 0.5032287823
## CCL3 3.668895e+00 0.9617158672
## LGALS3 6.044760e-01 0.2984317343
## CD95.FAS.AHS0023.pAbO 2.991161e+00 1.0000000000
## CD300A 1.837736e+00 0.8302583026
## BCL2 1.107231e+00 0.6861162362
## TNF 2.773278e+00 0.9305811808
## TXK 1.689729e+00 0.8556273063
## IFNG 1.202062e+00 0.5671125461
## IL4R 2.495984e+00 0.9667896679
## CD152.CTLA4.AHS0017.pAbO 9.123475e-01 0.9995387454
## IL32 5.420586e+00 0.9940036900
## IL2RB 4.886761e+00 0.9997693727
## GLG1 7.105009e-01 0.4734778598
## PRDM1 1.210767e+00 0.6928044280
## XCL1 9.648974e-01 0.4882380074
## BIRC3 1.738061e+00 0.7636070111
## C10orf54 1.445378e+00 0.7629151292
## STAT3 9.236303e-01 0.5934040590
## CD39.ENTPD1.AHS0006.pAbO 1.640223e+00 0.9970018450
## CD226.CD226.AHS0079.pAbO 8.336906e-01 0.9787822878
## LAMP1 2.492877e+00 0.9801660517
## CCL4 5.233822e+00 0.9956180812
## EGR1 9.269544e-01 0.3544741697
## EGR3 1.002556e+00 0.3357933579
## FCER1G 4.109734e+00 0.9967712177
## SELPLG 2.618758e+00 0.9617158672
## IL2RA 1.859198e+00 0.7809040590
## ITK 1.413071e+00 0.7915129151
## ICAM1 1.713709e+00 0.7700645756
## PRF1 5.318094e+00 0.9997693727
## CD161.DX12.KLRB1.AHS0002.pAbO 4.146453e-01 0.9499538745
## CD44 2.007596e+00 0.8457103321
## CCL5 3.808883e+00 0.9801660517
## CD69 1.749643e+00 0.7566881919
## DUSP2 1.937673e+00 0.6595940959
## PIK3IP1 1.150935e+00 0.4501845018
## CD69.CD69.AHS0010.pAbO 2.240737e+00 1.0000000000
## CSF2 2.447559e+00 0.7947416974
## CD52 4.646422e+00 0.9988468635
## CCND2 3.508797e+00 0.9930811808
## CD37 2.259735e+00 0.9365774908
## BTG1 3.498569e+00 0.9921586716
## KLRB1 3.013334e+00 0.8639298893
## other.detected mean.logFC.cohen
## TYMS 5.924835e-01 2.366951e+00
## KIAA0101 3.763902e-01 2.412744e+00
## HMGB2 5.605989e-01 2.195758e+00
## TOP2A 3.151074e-01 1.997722e+00
## TK1 2.875346e-01 1.976918e+00
## AURKB 2.393929e-01 1.807978e+00
## UBE2C 1.850545e-01 1.660352e+00
## PCNA 7.260276e-01 1.424841e+00
## HMMR 1.070914e-01 1.331183e+00
## CCNB1 1.828003e-01 1.227186e+00
## MKI67 1.009453e-01 1.203549e+00
## MCM4 3.876073e-01 9.837076e-01
## MCM2 4.457660e-01 9.327865e-01
## GAPDH 1.000000e+00 9.027104e-01
## PTTG2 2.031313e-01 9.014011e-01
## TRDC 9.114746e-01 7.368248e-01
## PDIA6 9.135066e-01 7.385241e-01
## ANXA5 9.020110e-01 6.797765e-01
## HLA.DRA 4.703100e-01 7.145982e-01
## ITGAE 4.967334e-01 6.824312e-01
## CD74 9.893749e-01 6.111239e-01
## HLA.DPA1 6.904416e-01 6.241894e-01
## S100A10 9.826683e-01 6.014551e-01
## Tim3.HAVCR2.AHS0016.pAbO 9.995726e-01 5.709260e-01
## HLA.DPB1 4.272480e-01 5.948774e-01
## KLRC1 9.578795e-01 4.608676e-01
## TMEM97 3.230045e-01 5.560897e-01
## DPP4 5.013771e-01 4.879040e-01
## RPN2 9.389931e-01 4.748910e-01
## PYCR1 1.286683e-01 5.659776e-01
## HLA.DRB3 3.210876e-01 5.178788e-01
## CD94.KLRD1.AHS0085.pAbO 9.969402e-01 5.151040e-01
## CASP3 8.444822e-01 4.245616e-01
## LAP3 8.113675e-01 4.103636e-01
## PDIA4 6.093015e-01 3.991981e-01
## PASK 1.722443e-01 4.288376e-01
## CD314.KLRK1.AHS0065.pAbO 9.993256e-01 3.657482e-01
## GZMA 9.993201e-01 4.194800e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 9.596564e-01 3.409956e-01
## HLA.DMA 5.264712e-01 3.480075e-01
## NCR3 8.884817e-01 3.560641e-01
## CD38 1.589734e-01 4.217118e-01
## HLA.DQA1 5.311940e-01 4.021956e-01
## BAX 9.165957e-01 3.461209e-01
## KLRK1 9.365955e-01 3.178832e-01
## HLA.DQB1 3.581462e-01 3.783518e-01
## CXCR4 7.666915e-01 3.035645e-01
## ADA 6.306767e-01 3.037490e-01
## HLA.DMB 4.143893e-01 3.170390e-01
## KLRF1 6.913552e-01 3.767365e-01
## TARP_refseq 8.008295e-01 2.855995e-01
## CD38.HIT2.CD38.AHS0022.pAbO 9.972512e-01 3.052632e-01
## IFITM2 8.987045e-01 2.767808e-01
## FBXO22 2.463857e-01 2.753492e-01
## GNAI2 8.025642e-01 2.782005e-01
## CD7.CD7.AHS0043.pAbO 1.000000e+00 2.203520e-01
## FAS 4.340280e-01 2.510397e-01
## ITGB2 9.179912e-01 3.823960e-01
## CXCR3 8.889085e-01 2.838825e-01
## YBX3 2.361377e-01 2.627873e-01
## CD18.ITGB2.AHS0091.pAbO 9.995726e-01 4.390009e-01
## APOBEC3G 9.890549e-01 2.382738e-01
## HLA.C 1.000000e+00 2.419745e-01
## CCR1 3.998108e-01 2.307148e-01
## TNFSF10 9.891272e-01 2.153241e-01
## IL12RB2 5.115845e-01 2.447776e-01
## GNLY 1.000000e+00 1.835828e-01
## XBP1 9.420991e-01 1.962624e-01
## CD8.SK1.CD8A.AHS0228.pAbO 9.714122e-01 2.536771e-01
## IFITM3 7.554238e-01 2.311929e-01
## CST7 9.674778e-01 2.181476e-01
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 1.000000e+00 1.538687e-01
## GZMH 4.702976e-01 2.240835e-01
## CD70 5.603328e-01 2.102944e-01
## LGALS1 9.998797e-01 1.766285e-01
## LYN 7.806065e-01 1.972410e-01
## ATF6B 5.732267e-01 1.812888e-01
## GIMAP2 5.165416e-01 1.916460e-01
## CD8A 5.379834e-01 2.143095e-01
## CD2.CD2.AHS0029.pAbO 9.995726e-01 1.822582e-01
## GZMK 7.979334e-01 2.705601e-01
## KDELR1 1.214520e-01 2.005530e-01
## NINJ2 5.819744e-01 1.713454e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO 7.801160e-01 1.413694e-01
## CD2 9.198959e-01 1.900310e-01
## FN1 2.453766e-01 1.996488e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO 9.360015e-01 1.459129e-01
## GAB2 2.745589e-01 1.267147e-01
## EOMES 1.237772e-01 1.790541e-01
## FTH1 1.309343e-01 1.548812e-01
## STAT1 4.843712e-01 1.189875e-01
## LAT2 8.204935e-01 1.360210e-01
## RUNX3 9.866650e-01 1.327073e-01
## BCL11B 1.349196e-01 1.498009e-01
## GZMB 9.977370e-01 8.329318e-02
## CXCL5 5.099592e-01 1.030576e-01
## S1PR1 8.034236e-02 1.520767e-01
## CLEC2D 1.095077e-01 1.367755e-01
## KLRC3 4.081314e-01 9.343461e-02
## ITGA4 3.937205e-01 9.404144e-02
## KIR2DL1 6.637085e-01 1.428235e-01
## CD26.DPP4.AHS0109.pAbO 1.000000e+00 1.271385e-01
## FOXP1 1.515416e-01 8.433277e-02
## TRBC2 9.981570e-01 8.171699e-02
## HLA.A 1.000000e+00 9.930930e-02
## LEF1 3.852275e-01 7.111514e-02
## CD81.CD81.AHS0021.pAbO 1.000000e+00 7.411478e-02
## IKZF1 7.339881e-01 1.004573e-01
## FCGR3A 7.770216e-01 1.367922e-01
## CCR5 5.560795e-01 8.830966e-02
## CD215.IL15RA.AHS0212.pAbO 9.989063e-01 4.476679e-02
## IL1RL1 5.876662e-02 1.187885e-01
## LAT 5.860381e-01 7.699059e-02
## FUT4 8.037689e-02 9.163622e-02
## CD33.WM53.CD33.AHS0044.pAbO 8.606981e-01 1.144895e-01
## ENTPD1 5.909229e-01 6.656971e-02
## CD244 7.142914e-01 8.310327e-02
## CD5.UCHT2.CD5.AHS0047.pAbO 6.947829e-01 4.528139e-02
## ARL4C 8.482713e-01 1.001597e-01
## RORA 1.174288e-01 6.322955e-02
## TIGIT 5.333854e-01 8.462418e-02
## NCAM1 2.040064e-01 3.391526e-02
## ITGAM 6.959390e-01 7.027837e-02
## CD127.IL7R.AHS0028.pAbO 9.690705e-01 5.813364e-02
## VPS28 7.746671e-01 7.962005e-02
## IL15RA 2.942367e-01 3.493223e-02
## LGALS9 2.580148e-01 3.005165e-02
## ICOS 3.349796e-01 2.158454e-02
## SLC25A37 2.069143e-02 1.363363e-01
## RNASE6 2.812019e-02 1.094938e-01
## IGBP1 5.648384e-01 4.924823e-02
## SELL 5.997457e-02 9.248722e-02
## IRF4 2.238915e-01 5.367043e-02
## JUN 3.353104e-01 2.602224e-02
## GIMAP7 6.035830e-02 6.753653e-02
## CTSW 9.998737e-01 9.238338e-02
## STAT4 8.680926e-01 6.995481e-02
## PSEN1 2.454725e-01 1.874279e-02
## SNCA 4.699446e-02 8.527225e-02
## CD1D.CD1D.AHS0219.pAbO 9.715031e-01 4.720814e-02
## IL18 1.747039e-01 2.982178e-02
## IFNGR1 5.656236e-01 3.474720e-02
## KLRC4 9.624229e-02 2.919980e-02
## STAT5A 5.143105e-01 1.016019e-02
## IER5 3.305658e-02 4.874587e-02
## ITGAL 8.532222e-01 5.167790e-02
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 9.643643e-01 4.436341e-02
## CD247 7.132563e-01 6.260275e-02
## LAIR2 2.580357e-01 2.034129e-02
## FOXO3 1.545939e-01 -4.779746e-03
## TRAC 4.614418e-01 4.647970e-02
## LAMP3 1.830921e-02 7.061361e-02
## TNFSF13B 7.863437e-02 5.510134e-03
## MGST1 5.318435e-02 8.771830e-02
## IL12RB1 3.977986e-01 3.985986e-03
## GATA3 3.683148e-02 3.518387e-02
## CCR2 1.478510e-01 2.353664e-02
## CD27.L128.CD27.AHS0249.pAbO 4.827117e-01 -2.467914e-02
## IL6 2.171514e-02 4.961575e-02
## NRP1 4.209784e-02 2.804985e-02
## IL15 1.024508e-01 -4.171346e-03
## CCR7 4.133268e-03 8.404633e-02
## CD14 8.200019e-03 6.401279e-02
## IL18RAP 5.634169e-01 3.787574e-03
## IL9R 5.696126e-02 1.470925e-02
## TNFSF13 8.677913e-02 -2.267179e-03
## CD1A 5.198832e-03 7.939201e-02
## KLRG1 4.183546e-02 5.001650e-02
## CTSG 1.522309e-03 9.524943e-02
## OAS1 2.074437e-01 -1.022186e-02
## CX3CR1 2.715228e-02 1.110388e-02
## LAG3 3.155640e-02 4.620458e-02
## CXCR1 1.903765e-03 6.662116e-02
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 5.626479e-01 -1.380305e-02
## ADGRG3 4.104251e-01 -1.413379e-03
## TBX21 7.497447e-01 1.291085e-02
## CD40.CD40.AHS0117.pAbO 9.797414e-02 -1.505800e-02
## ADGRE1 3.553369e-03 4.356989e-02
## ZAP70 7.781429e-02 -2.862858e-02
## TGFBI 8.188370e-03 1.608573e-02
## IL3RA 1.111931e-01 7.032990e-03
## CD34.581.CD34.AHS0061.pAbO 8.694240e-01 -5.810175e-03
## SLAMF1 6.220675e-03 2.833679e-02
## BCL6 1.333797e-02 4.711090e-03
## TGFB3 5.977580e-03 1.455540e-02
## TNFRSF9 1.358679e-02 3.895166e-02
## TNFRSF13C 1.211127e-03 3.915585e-02
## CD8B 4.728763e-03 1.937930e-02
## DOCK8 9.216438e-01 4.539112e-02
## LY86 6.622882e-03 1.545303e-02
## IGHM_membrane 9.567970e-04 4.172161e-02
## CTLA4 1.572421e-02 1.889527e-02
## CD4 7.471589e-04 3.440148e-02
## IL5 3.330101e-04 3.561208e-02
## AIM2 2.253199e-02 3.528359e-03
## IGHM_secreted 2.421403e-04 3.747587e-02
## CD79B 6.028032e-02 1.168634e-02
## IGHA1_secreted 2.065938e-02 4.324830e-03
## CCL2 3.787560e-04 2.471932e-02
## VMO1 3.421354e-03 7.696284e-03
## BTLA 0.000000e+00 3.510794e-02
## MMP9 3.481288e-05 3.311286e-02
## CD1C 1.044386e-04 3.190832e-02
## TREM1 1.418918e-03 2.088441e-02
## CLEC4E 5.714286e-05 2.659293e-02
## FOXP3 3.328988e-02 -1.913384e-03
## PI3 9.195574e-05 2.468570e-02
## PDCD1 1.939937e-03 1.841645e-02
## CD5 2.035183e-03 1.714503e-02
## CXCR2 1.140486e-03 4.327393e-03
## ARG1 0.000000e+00 2.147684e-02
## CD36 0.000000e+00 2.147684e-02
## CNTNAP3 0.000000e+00 2.147684e-02
## FLT3 0.000000e+00 2.147684e-02
## IGHG1_secreted 0.000000e+00 2.147684e-02
## IGHG3_secreted 0.000000e+00 2.147684e-02
## RNASE2 0.000000e+00 2.147684e-02
## CCR3 9.204617e-03 4.177944e-03
## CCR4 3.481288e-05 1.768706e-02
## IFNA1 3.481288e-05 1.726277e-02
## CD163 6.962576e-05 1.663642e-02
## IL12A 7.923249e-04 1.027633e-02
## CD24 2.420162e-03 8.016562e-03
## S100A9 1.042216e-03 1.599730e-02
## IL4 2.725746e-03 -1.818447e-03
## CD274 3.721816e-02 -8.622637e-03
## ALAS2 0.000000e+00 0.000000e+00
## APOE 0.000000e+00 0.000000e+00
## AQP9 0.000000e+00 0.000000e+00
## AZU1 0.000000e+00 0.000000e+00
## BLK 0.000000e+00 0.000000e+00
## BLNK 0.000000e+00 0.000000e+00
## BPI 0.000000e+00 0.000000e+00
## C1QA 0.000000e+00 0.000000e+00
## C1QB 0.000000e+00 0.000000e+00
## CCL13 0.000000e+00 0.000000e+00
## CCL17 0.000000e+00 0.000000e+00
## CCL19 0.000000e+00 0.000000e+00
## CCR9 0.000000e+00 0.000000e+00
## CD1B 0.000000e+00 0.000000e+00
## CD209 0.000000e+00 0.000000e+00
## CD22 0.000000e+00 0.000000e+00
## CD34 0.000000e+00 0.000000e+00
## CEACAM8 0.000000e+00 0.000000e+00
## CHI3L1 0.000000e+00 0.000000e+00
## CLC 0.000000e+00 0.000000e+00
## CLEC10A 0.000000e+00 0.000000e+00
## CPA3 0.000000e+00 0.000000e+00
## CXCL11 0.000000e+00 0.000000e+00
## CXCL13 0.000000e+00 0.000000e+00
## CXCL9 0.000000e+00 0.000000e+00
## DEFA3 0.000000e+00 0.000000e+00
## DEFA4 0.000000e+00 0.000000e+00
## EBF1 0.000000e+00 0.000000e+00
## ELANE 0.000000e+00 0.000000e+00
## F13A1 0.000000e+00 0.000000e+00
## FCER1A 0.000000e+00 0.000000e+00
## FCER2 0.000000e+00 0.000000e+00
## FCN1 0.000000e+00 0.000000e+00
## GHR 0.000000e+00 0.000000e+00
## IGHD_membrane 0.000000e+00 0.000000e+00
## IGHE_secreted 0.000000e+00 0.000000e+00
## IGHG1_membrane 0.000000e+00 0.000000e+00
## IGHG2_secreted 0.000000e+00 0.000000e+00
## IGHG4_secreted 0.000000e+00 0.000000e+00
## IGLC3 0.000000e+00 0.000000e+00
## IL17A 0.000000e+00 0.000000e+00
## IL17F 0.000000e+00 0.000000e+00
## IL21 0.000000e+00 0.000000e+00
## IL25 0.000000e+00 0.000000e+00
## IL31 0.000000e+00 0.000000e+00
## IL33 0.000000e+00 0.000000e+00
## IL9 0.000000e+00 0.000000e+00
## MME 0.000000e+00 0.000000e+00
## MMP12 0.000000e+00 0.000000e+00
## S100A12 0.000000e+00 0.000000e+00
## TCL1A 0.000000e+00 0.000000e+00
## TLR8 0.000000e+00 0.000000e+00
## TNFRSF17 0.000000e+00 0.000000e+00
## VPREB3 0.000000e+00 0.000000e+00
## AOC3 3.481288e-05 -3.731642e-03
## EPX 5.714286e-05 -4.780914e-03
## IL22 5.714286e-05 -4.780914e-03
## LRRC32 5.714286e-05 -4.780914e-03
## CXCL2 6.313131e-05 -5.025189e-03
## MS4A1 6.962576e-05 -5.149156e-03
## CD40 9.947396e-04 5.743038e-03
## CXCL3 9.195574e-05 -8.512556e-03
## SPP1 9.195574e-05 -8.512556e-03
## CD3G 1.941108e-03 6.441537e-03
## SLC7A7 1.756618e-03 -4.085503e-03
## IL1R2 1.714286e-04 -8.182982e-03
## CR2 1.958884e-04 -1.236394e-02
## KCNE3 2.013390e-04 -1.237555e-02
## CD200 7.428571e-04 1.027864e-02
## CD79A 6.039752e-03 -1.737061e-02
## CLEC4D 2.917027e-04 -1.385953e-02
## CXCL10 5.697419e-04 -1.294218e-02
## CD28 8.102902e-04 -9.937834e-03
## CCL22 3.613285e-04 -1.903384e-02
## MITF 4.273504e-04 -1.307441e-02
## IL2 1.590596e-03 -9.655045e-03
## CXCL8 3.913206e-03 -1.769040e-02
## JCHAIN 4.904817e-04 -1.809960e-02
## F5 5.193062e-04 -2.158697e-02
## VSIG4 9.814695e-04 -2.856770e-03
## THBD 5.317891e-04 -1.925529e-02
## POU2AF1 2.608919e-03 1.296112e-02
## GZMM 9.510916e-04 -1.489995e-02
## FAM129C 7.674349e-04 -3.296667e-02
## PAX5 1.316432e-02 -4.852823e-03
## CXCL1 8.547009e-04 -1.847645e-02
## IL6R 1.147878e-03 -1.550215e-02
## CMKLR1 2.209189e-03 -9.145924e-03
## CD103.ITGAE.AHS0001.pAbO 2.747039e-01 -3.272172e-02
## LILRB4 3.394763e-03 -3.149715e-03
## TNFRSF4 1.814240e-02 -2.431461e-02
## TPSAB1 2.802266e-03 -4.690826e-03
## CCR10 1.366246e-03 -3.616181e-02
## B3GAT1 8.840669e-03 -2.947397e-02
## TLR2 2.260923e-03 -4.744662e-02
## CXCL16 3.035462e-02 -3.081876e-02
## TLR9 6.133080e-03 -2.759572e-02
## CSF3 3.108626e-03 -2.280530e-02
## CHI3L2 1.642288e-02 -4.095056e-02
## CMTM2 1.618110e-02 -3.737732e-02
## IL1B 5.218604e-03 -2.761039e-02
## CD27 5.445580e-03 -3.802970e-02
## TCF4 2.482464e-02 -2.144461e-02
## CD160 4.331481e-02 4.505193e-03
## TLR7 4.726789e-03 -3.508421e-02
## NT5E 5.249699e-03 -3.830695e-02
## TCF7 9.323413e-03 -4.741371e-02
## CD4.SK3.CD4.AHS0032.pAbO 5.144033e-01 2.384040e-02
## CD72 4.536551e-02 -3.250974e-02
## BACH2 1.831557e-01 -4.361140e-02
## CD80 1.630539e-01 -3.013723e-02
## CD22.CD22.AHS0195.pAbO 8.926395e-01 -7.833269e-03
## CCL20 8.834889e-03 -3.578334e-02
## GIMAP5 5.323851e-01 -5.060627e-03
## PECAM1 3.639254e-01 -9.888916e-03
## TNFRSF18 4.537159e-02 -3.583542e-02
## CXCR5 1.733944e-02 -2.516571e-02
## THBS1 4.455468e-02 -5.311004e-02
## CD6 2.897398e-02 -2.144098e-02
## TRAT1 1.633964e-01 -5.870613e-05
## LTB 4.563290e-02 -7.389553e-02
## JUNB 1.803267e-01 -4.963987e-02
## FAM65B 1.777312e-01 -6.890597e-02
## FYN 9.623997e-01 7.974094e-03
## IKZF2 7.592917e-02 -6.237402e-02
## IGKC 3.767252e-02 -1.995116e-02
## TNFSF8 1.032028e-01 -4.621071e-02
## CD3D 5.428584e-02 -6.346269e-02
## QPCT 1.059605e-01 -5.571421e-02
## CD102.ICAM2.AHS0155.pAbO 9.644025e-01 -1.593309e-02
## IL13 9.741404e-02 -5.107152e-02
## FOSL1 8.503165e-02 -4.453460e-02
## VEGFA 3.372244e-01 -5.594977e-02
## NAMPT 4.540957e-01 -4.362100e-02
## CD28.CD28.2.CD28.AHS0024.pAbO 4.992108e-01 -5.371420e-02
## TNFRSF1B 8.587775e-01 -1.001652e-02
## CD3E 9.777425e-01 -1.280956e-02
## CD86 1.053934e-01 -2.146226e-02
## IL3 4.801796e-02 -9.464940e-02
## FOXO1 1.318238e-01 -6.179733e-02
## TNFRSF25 2.157958e-02 -8.860015e-02
## IL23R 7.882231e-01 -7.240642e-03
## CD9 1.900672e-01 -4.873334e-02
## CD63 9.998106e-01 -4.354728e-02
## FASLG 4.338667e-01 -5.336203e-02
## IL1RN 6.344380e-02 -7.967571e-02
## ZBED2 1.012830e-01 -5.443945e-02
## ZBTB16 3.800545e-01 -6.368908e-02
## LIPA 6.264069e-01 -3.017520e-02
## LTA 4.126585e-01 -9.429806e-02
## PTGDR2 3.420608e-02 -7.967076e-02
## CD48 9.941750e-01 -4.042990e-02
## CCR8 6.062603e-02 -3.556396e-02
## CD3.SK7.CD3E.AHS0033.pAbO 5.591415e-01 -5.079142e-02
## CNOT2 6.608295e-01 -3.911458e-02
## TIAF1 4.816333e-01 -6.133221e-02
## HAVCR2 9.503134e-01 -2.628368e-02
## MZB1 4.634183e-01 -5.309703e-02
## PMCH 5.502096e-02 -8.499875e-02
## ZNF683 1.129914e-01 -3.580628e-02
## CD33 2.610278e-01 -4.626891e-02
## CCR6 4.352362e-01 -5.268238e-02
## DUSP4 7.710044e-01 -5.257665e-02
## IL18R1 5.889503e-01 -6.518906e-02
## IL7R 5.200889e-02 -1.353144e-01
## STAT6 1.562615e-01 -1.281926e-01
## IgM.IGHM.AHS0198.pAbO 8.915080e-01 -3.534610e-02
## RGS1 5.303341e-01 -6.346237e-02
## VNN2 4.691126e-01 -8.770753e-02
## NKG7 9.978061e-01 -6.799373e-02
## CD25.2A3.IL2RA.AHS0026.pAbO 6.836785e-01 7.411706e-03
## CD14.MPHIP9.CD14.AHS0037.pAbO 7.537278e-01 -8.322655e-02
## CX3CR1.CX3CR1.AHS0125.pAbO 7.927454e-01 -7.434877e-02
## BCL2A1 4.228205e-01 -9.360869e-02
## CXCR6 4.079220e-01 -1.212941e-01
## CD7 6.635975e-01 -6.901836e-02
## RORC 5.872795e-02 -1.261008e-01
## CBLB 4.865002e-01 -1.035967e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO 9.976390e-01 -7.857820e-02
## CD335.NCR1.AHS0068.pAbO 9.978856e-01 -9.153882e-02
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 9.176061e-01 -9.221774e-02
## CCR7.CCR7.AHS0273.pAbO 8.651784e-01 -8.523263e-02
## TNFRSF8 1.992431e-01 -6.597149e-02
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 9.874672e-01 -5.803294e-02
## CTSD 5.744943e-01 -9.746027e-02
## CD45RO.PTPRC.AHS0036.pAbO 9.765227e-01 -5.047700e-02
## CD40LG 1.217765e-01 -1.482135e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO 9.262195e-01 2.522006e-02
## FYB 4.937647e-01 -1.144147e-01
## TSPAN32 1.544765e-01 -2.038685e-01
## BIN2 8.738755e-01 -6.458396e-02
## IRF8 9.034174e-01 -6.790333e-02
## LCK 9.567140e-01 -8.056830e-02
## DUSP1 3.009313e-01 -1.821028e-01
## LIF 4.550425e-01 -1.289669e-01
## CASP5 7.743693e-01 -8.330873e-02
## PTPRC 9.805519e-01 -8.591611e-02
## TNFSF14 7.383168e-01 -1.251109e-01
## ITGAX 8.405335e-01 -1.647273e-01
## SEMA7A 2.908542e-01 -1.671558e-01
## MYC 6.507848e-01 -1.487314e-01
## PIK3AP1 7.602798e-01 -1.428279e-01
## SPOCK2 3.913545e-01 -1.624046e-01
## TGFB1 4.809745e-01 -1.805143e-01
## TRIB2 5.691904e-01 -1.593651e-01
## IER3 5.302340e-01 -1.910120e-01
## KIT 5.032292e-01 -1.731761e-01
## FOSB 2.112736e-01 -2.492759e-01
## CCL1 5.144678e-01 -1.796149e-01
## CCL3 9.403943e-01 -1.721187e-01
## LGALS3 3.681742e-01 -2.263442e-01
## CD95.FAS.AHS0023.pAbO 1.000000e+00 -1.578509e-01
## CD300A 8.350623e-01 -2.063369e-01
## BCL2 6.913095e-01 -1.857640e-01
## TNF 8.958352e-01 -2.059885e-01
## TXK 8.345262e-01 -1.875731e-01
## IFNG 5.795346e-01 -2.311482e-01
## IL4R 9.666511e-01 -1.763119e-01
## CD152.CTLA4.AHS0017.pAbO 9.997987e-01 -1.727063e-01
## IL32 9.927329e-01 -2.507718e-01
## IL2RB 9.997355e-01 -2.274394e-01
## GLG1 5.142067e-01 -2.264277e-01
## PRDM1 7.124047e-01 -2.038949e-01
## XCL1 5.097926e-01 -2.785553e-01
## BIRC3 7.705304e-01 -2.155740e-01
## C10orf54 7.722827e-01 -2.151445e-01
## STAT3 6.283520e-01 -2.310911e-01
## CD39.ENTPD1.AHS0006.pAbO 9.960213e-01 -2.503126e-01
## CD226.CD226.AHS0079.pAbO 9.778530e-01 -2.487593e-01
## LAMP1 9.779034e-01 -2.148562e-01
## CCL4 9.921733e-01 -3.104560e-01
## EGR1 4.409183e-01 -2.757912e-01
## EGR3 4.281876e-01 -2.936883e-01
## FCER1G 9.972992e-01 -2.821295e-01
## SELPLG 9.480748e-01 -2.511648e-01
## IL2RA 8.273891e-01 -2.616153e-01
## ITK 7.974394e-01 -2.473596e-01
## ICAM1 7.849553e-01 -3.098616e-01
## PRF1 9.999429e-01 -2.847694e-01
## CD161.DX12.KLRB1.AHS0002.pAbO 9.514103e-01 -2.542519e-01
## CD44 8.660904e-01 -2.790539e-01
## CCL5 9.718898e-01 -4.511105e-01
## CD69 7.775052e-01 -3.267842e-01
## DUSP2 7.210149e-01 -3.660903e-01
## PIK3IP1 5.555307e-01 -4.857359e-01
## CD69.CD69.AHS0010.pAbO 9.997976e-01 -4.095176e-01
## CSF2 8.150138e-01 -5.191272e-01
## CD52 9.986940e-01 -4.869423e-01
## CCND2 9.953751e-01 -4.019164e-01
## CD37 9.503297e-01 -4.920590e-01
## BTG1 9.958498e-01 -6.157879e-01
## KLRB1 9.328091e-01 -8.137642e-01
## min.logFC.cohen median.logFC.cohen
## TYMS 1.7281181128 2.6067659302
## KIAA0101 1.6216004728 2.8030471858
## HMGB2 1.9712229572 2.1275793638
## TOP2A 1.6470012566 2.1077246888
## TK1 1.4290028205 2.2721408446
## AURKB 1.4829220614 1.8880161136
## UBE2C 1.3402357266 1.7642775743
## PCNA 0.9324636508 1.3884201064
## HMMR 1.1939474430 1.3836809991
## CCNB1 1.0508950427 1.3017755572
## MKI67 0.9886729419 1.2746188701
## MCM4 0.6246255472 1.0112096862
## MCM2 0.5448994583 0.9191538205
## GAPDH 0.0080969772 0.9853571881
## PTTG2 0.6422124807 0.8928181971
## TRDC 0.5121771676 0.6493044851
## PDIA6 0.3841514284 0.8813743959
## ANXA5 0.0150779483 0.7954338045
## HLA.DRA 0.1842572295 0.6928292120
## ITGAE 0.3871520256 0.7545244069
## CD74 0.0362488242 0.7213243155
## HLA.DPA1 0.0819342972 0.5635851433
## S100A10 0.2378713049 0.5333053919
## Tim3.HAVCR2.AHS0016.pAbO 0.1999643588 0.3908611223
## HLA.DPB1 0.1474868457 0.5425490776
## KLRC1 0.0523475825 0.3634163442
## TMEM97 -0.2359252779 0.6350906193
## DPP4 0.3364532134 0.4642070961
## RPN2 0.0617252757 0.5087872523
## PYCR1 0.4244406349 0.4888720299
## HLA.DRB3 0.0986540553 0.4636531302
## CD94.KLRD1.AHS0085.pAbO -0.3048347496 0.2920669489
## CASP3 0.1258038283 0.3950961740
## LAP3 0.1518003245 0.4237209895
## PDIA4 0.1814566475 0.4536418047
## PASK 0.2648112777 0.4523027865
## CD314.KLRK1.AHS0065.pAbO -0.0851249252 0.2812964144
## GZMA -0.6161329610 0.6525496684
## CD11b.ICRF44.ITGAM.AHS0184.pAbO -0.3975206632 0.5248302915
## HLA.DMA 0.0391751470 0.3591019333
## NCR3 -0.1526570147 0.2564321612
## CD38 -0.0115446133 0.4761576734
## HLA.DQA1 -0.3893265987 0.3955547129
## BAX -0.0910276104 0.0888784203
## KLRK1 -0.0861804133 0.2579514201
## HLA.DQB1 -0.2067063235 0.5355991720
## CXCR4 -1.5206349257 0.7241517081
## ADA -0.1504527876 0.3724541283
## HLA.DMB 0.0481947206 0.0790180963
## KLRF1 -0.4881463936 0.0684361272
## TARP_refseq 0.1523284189 0.3122148234
## CD38.HIT2.CD38.AHS0022.pAbO -0.0698831750 0.0394180542
## IFITM2 -0.4301964417 0.6827752237
## FBXO22 0.1301992022 0.3119420908
## GNAI2 -0.2903197581 0.3602623027
## CD7.CD7.AHS0043.pAbO -0.1789116950 0.2504217913
## FAS 0.0376527714 0.3018395458
## ITGB2 -0.6174251706 -0.0579908302
## CXCR3 -0.2536587084 0.0067454551
## YBX3 0.1224390478 0.1966076442
## CD18.ITGB2.AHS0091.pAbO -0.4674052364 -0.1930343047
## APOBEC3G -0.4758580666 0.2953650685
## HLA.C -0.5261512063 0.1030558907
## CCR1 -0.4418906102 0.3697403795
## TNFSF10 -0.6079519981 0.2889168649
## IL12RB2 -0.4583562292 0.0775459860
## GNLY -0.4461422763 0.3805334340
## XBP1 -0.2200574683 0.2672006799
## CD8.SK1.CD8A.AHS0228.pAbO -0.4670513681 0.1856819844
## IFITM3 -0.6211212508 0.4870900572
## CST7 -0.4165187713 -0.0601008940
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO -0.4899881826 0.1292659309
## GZMH -0.4173680242 0.1368567752
## CD70 -0.3533890972 0.0751737733
## LGALS1 -0.7129893211 0.4064180356
## LYN -0.2619316558 0.2687706861
## ATF6B -0.0100162046 0.1124636876
## GIMAP2 -0.1968344835 -0.0034374565
## CD8A -0.5246414127 0.3183911423
## CD2.CD2.AHS0029.pAbO -0.2739248971 0.1143526848
## GZMK -1.0458927203 -0.0282790184
## KDELR1 0.1105236889 0.1779397513
## NINJ2 -0.2593543045 0.0555771028
## CD19.SJ25C1.CD19.AHS0030.pAbO -0.2105005453 0.1646729613
## CD2 -0.3602037223 0.1923906986
## FN1 -0.1847602165 0.2318086523
## CD45RA.HI100.PTPRC.AHS0009.pAbO -0.2830435864 0.2734018154
## GAB2 -0.0689003812 0.1783791342
## EOMES -0.1311399042 0.0955224445
## FTH1 0.0668740815 0.1224147036
## STAT1 -0.4406075553 0.2789845279
## LAT2 -0.3669090282 0.0984656234
## RUNX3 -0.3441994449 0.0227452370
## BCL11B -0.1377740093 0.0469204084
## GZMB -0.5720239552 0.1128002746
## CXCL5 -0.0612737716 0.0633905249
## S1PR1 -0.0024704004 0.1729980129
## CLEC2D 0.0470781779 0.0932367353
## KLRC3 -0.0666353395 0.0550888617
## ITGA4 -0.2969072340 0.1223966769
## KIR2DL1 -0.4884741403 -0.0680963952
## CD26.DPP4.AHS0109.pAbO -0.3684160164 0.1926747572
## FOXP1 -0.0341641432 0.1069517855
## TRBC2 -0.3291168531 -0.1616435950
## HLA.A -0.7760004757 0.0589897994
## LEF1 -0.4875740910 0.2195960846
## CD81.CD81.AHS0021.pAbO -0.3461597331 -0.1805884442
## IKZF1 -0.5584425509 0.1376310693
## FCGR3A -1.0246408769 0.3918174328
## CCR5 -0.4888673666 0.1183308477
## CD215.IL15RA.AHS0212.pAbO -0.3301124190 0.0298282273
## IL1RL1 -0.1329785974 0.1239338537
## LAT -0.3000369239 0.0839305105
## FUT4 0.0207597778 0.0811233893
## CD33.WM53.CD33.AHS0044.pAbO -0.7459036921 0.3562651179
## ENTPD1 -0.5141992037 0.1730886403
## CD244 -0.3353798230 -0.0445769400
## CD5.UCHT2.CD5.AHS0047.pAbO -0.0626385760 0.0435042613
## ARL4C -0.4915250085 -0.0478047034
## RORA -0.2571604559 0.0566700819
## TIGIT -0.6839673349 0.0421904120
## NCAM1 -0.2407145599 0.1498073504
## ITGAM -0.2655829572 0.0591715392
## CD127.IL7R.AHS0028.pAbO -0.3265854613 0.0594109285
## VPS28 -0.1750634882 -0.0499134924
## IL15RA -0.2252646810 0.0801282136
## LGALS9 -0.3516249704 0.1034860207
## ICOS -0.2666155527 0.1160920687
## SLC25A37 0.0669034784 0.1421580295
## RNASE6 0.0195459310 0.0879287595
## IGBP1 -0.1154021832 0.0117460338
## SELL -0.0979096073 0.1698387516
## IRF4 -0.3250510705 -0.0793047780
## JUN -0.1347327054 0.0570213908
## GIMAP7 -0.1041185267 0.0408892567
## CTSW -0.8772422290 0.0680392880
## STAT4 -0.3039309171 0.1179042499
## PSEN1 -0.1367149285 0.0247469574
## SNCA -0.0436434836 0.0914097805
## CD1D.CD1D.AHS0219.pAbO -0.2568799234 0.0831857399
## IL18 -0.2712581809 0.0397216439
## IFNGR1 -0.1891401018 0.0201129419
## KLRC4 -0.1555425793 0.0070541004
## STAT5A -0.2048622611 0.0307100672
## IER5 0.0149625129 0.0596497178
## ITGAL -0.6298250437 0.1814398693
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -1.0807063011 0.0439354318
## CD247 -0.5709633043 -0.1923470218
## LAIR2 -0.2420220444 0.0486010393
## FOXO3 -0.1277056998 -0.0439019838
## TRAC -0.4776659921 -0.0772814806
## LAMP3 -0.0309848742 0.0908809504
## TNFSF13B -0.2326364811 0.0495465323
## MGST1 -0.3048393698 0.1747066356
## IL12RB1 -0.3257981147 0.1459030568
## GATA3 -0.0119875829 0.0397713356
## CCR2 -0.2507651100 0.0198595696
## CD27.L128.CD27.AHS0249.pAbO -0.1075898352 -0.0433212611
## IL6 -0.0624850120 0.0385786536
## NRP1 -0.2062186351 0.0890632130
## IL15 -0.1035641470 0.0146305837
## CCR7 0.0388923105 0.0873826859
## CD14 -0.0298093489 0.0949516826
## IL18RAP -0.2116625900 0.0737303881
## IL9R -0.2457436222 0.0510936872
## TNFSF13 -0.1040884282 -0.0083083483
## CD1A -0.0516118644 0.1039341434
## KLRG1 -0.1691556460 0.1605295724
## CTSG 0.0431825187 0.1059638766
## OAS1 -0.3725114854 0.0906635236
## CX3CR1 -0.0932246760 0.0118426392
## LAG3 -0.1680803169 0.0564732533
## CXCR1 0.0023436421 0.0993142709
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO -0.1712807876 0.0032580218
## ADGRG3 -0.4277629279 0.0846255367
## TBX21 -0.5441483723 -0.0045753531
## CD40.CD40.AHS0117.pAbO -0.0576050080 -0.0054773012
## ADGRE1 -0.0220358772 0.0266007784
## ZAP70 -0.1249068879 -0.0379866787
## TGFBI -0.0161810409 0.0126016892
## IL3RA -0.1390378384 -0.0853440428
## CD34.581.CD34.AHS0061.pAbO -0.2958818110 0.0385721011
## SLAMF1 -0.0169490919 0.0059127657
## BCL6 -0.0281023712 -0.0032092018
## TGFB3 -0.0737015316 0.0250902496
## TNFRSF9 -0.1011817160 0.0576385057
## TNFRSF13C -0.0220454720 0.0564374928
## CD8B -0.0666580809 0.0253898227
## DOCK8 -0.4123982793 -0.1158563437
## LY86 -0.0226353807 0.0018158408
## IGHM_membrane 0.0236659346 0.0468045860
## CTLA4 -0.0650719832 0.0043277656
## CD4 0.0074664323 0.0337448644
## IL5 0.0013511982 0.0473774709
## AIM2 -0.0590506233 0.0071527656
## IGHM_secreted 0.0279692006 0.0382611814
## CD79B -0.3088003764 -0.0328580144
## IGHA1_secreted -0.1381695756 0.0160868417
## CCL2 0.0096139251 0.0257130391
## VMO1 -0.0110002154 0.0020502272
## BTLA 0.0351079446 0.0351079446
## MMP9 0.0205755103 0.0362471966
## CD1C 0.0108762895 0.0371663327
## TREM1 -0.0443554994 0.0204799920
## CLEC4E 0.0178639036 0.0287751862
## FOXP3 -0.1816140179 0.0389698819
## PI3 0.0096281170 0.0303754007
## PDCD1 -0.0589251533 0.0322509897
## CD5 -0.0601214759 0.0255408833
## CXCR2 -0.0326447225 0.0074015308
## ARG1 0.0214768390 0.0214768390
## CD36 0.0214768390 0.0214768390
## CNTNAP3 0.0214768390 0.0214768390
## FLT3 0.0214768390 0.0214768390
## IGHG1_secreted 0.0214768390 0.0214768390
## IGHG3_secreted 0.0214768390 0.0214768390
## RNASE2 0.0214768390 0.0214768390
## CCR3 -0.1075770191 0.0221799888
## CCR4 0.0025279625 0.0214768390
## IFNA1 0.0004065185 0.0214768390
## CD163 -0.0027252441 0.0214768390
## IL12A -0.0165091848 -0.0033256231
## CD24 -0.0177851861 0.0136166399
## S100A9 -0.0097071148 0.0051389884
## IL4 -0.0857611995 0.0177202706
## CD274 -0.1043616926 0.0353609460
## ALAS2 0.0000000000 0.0000000000
## APOE 0.0000000000 0.0000000000
## AQP9 0.0000000000 0.0000000000
## AZU1 0.0000000000 0.0000000000
## BLK 0.0000000000 0.0000000000
## BLNK 0.0000000000 0.0000000000
## BPI 0.0000000000 0.0000000000
## C1QA 0.0000000000 0.0000000000
## C1QB 0.0000000000 0.0000000000
## CCL13 0.0000000000 0.0000000000
## CCL17 0.0000000000 0.0000000000
## CCL19 0.0000000000 0.0000000000
## CCR9 0.0000000000 0.0000000000
## CD1B 0.0000000000 0.0000000000
## CD209 0.0000000000 0.0000000000
## CD22 0.0000000000 0.0000000000
## CD34 0.0000000000 0.0000000000
## CEACAM8 0.0000000000 0.0000000000
## CHI3L1 0.0000000000 0.0000000000
## CLC 0.0000000000 0.0000000000
## CLEC10A 0.0000000000 0.0000000000
## CPA3 0.0000000000 0.0000000000
## CXCL11 0.0000000000 0.0000000000
## CXCL13 0.0000000000 0.0000000000
## CXCL9 0.0000000000 0.0000000000
## DEFA3 0.0000000000 0.0000000000
## DEFA4 0.0000000000 0.0000000000
## EBF1 0.0000000000 0.0000000000
## ELANE 0.0000000000 0.0000000000
## F13A1 0.0000000000 0.0000000000
## FCER1A 0.0000000000 0.0000000000
## FCER2 0.0000000000 0.0000000000
## FCN1 0.0000000000 0.0000000000
## GHR 0.0000000000 0.0000000000
## IGHD_membrane 0.0000000000 0.0000000000
## IGHE_secreted 0.0000000000 0.0000000000
## IGHG1_membrane 0.0000000000 0.0000000000
## IGHG2_secreted 0.0000000000 0.0000000000
## IGHG4_secreted 0.0000000000 0.0000000000
## IGLC3 0.0000000000 0.0000000000
## IL17A 0.0000000000 0.0000000000
## IL17F 0.0000000000 0.0000000000
## IL21 0.0000000000 0.0000000000
## IL25 0.0000000000 0.0000000000
## IL31 0.0000000000 0.0000000000
## IL33 0.0000000000 0.0000000000
## IL9 0.0000000000 0.0000000000
## MME 0.0000000000 0.0000000000
## MMP12 0.0000000000 0.0000000000
## S100A12 0.0000000000 0.0000000000
## TCL1A 0.0000000000 0.0000000000
## TLR8 0.0000000000 0.0000000000
## TNFRSF17 0.0000000000 0.0000000000
## VPREB3 0.0000000000 0.0000000000
## AOC3 -0.0186582102 0.0000000000
## EPX -0.0239045722 0.0000000000
## IL22 -0.0239045722 0.0000000000
## LRRC32 -0.0239045722 0.0000000000
## CXCL2 -0.0251259454 0.0000000000
## MS4A1 -0.0257457803 0.0000000000
## CD40 -0.0419798996 0.0120564340
## CXCL3 -0.0239045722 0.0000000000
## SPP1 -0.0239045722 0.0000000000
## CD3G -0.0362383269 -0.0110755339
## SLC7A7 -0.0198529422 -0.0151675309
## IL1R2 -0.0409149111 0.0000000000
## CR2 -0.0355159657 0.0000000000
## KCNE3 -0.0379731625 0.0000000000
## CD200 -0.0670768301 0.0296175041
## CD79A -0.0314155192 -0.0199026383
## CLEC4D -0.0441716839 0.0000000000
## CXCL10 -0.0469380216 -0.0027323639
## CD28 -0.0430186794 -0.0130427137
## CCL22 -0.0436897909 -0.0251259454
## MITF -0.0653720450 0.0000000000
## IL2 -0.0513586207 -0.0097098197
## CXCL8 -0.0813651708 -0.0338080838
## JCHAIN -0.0653720450 0.0000000000
## F5 -0.0653720450 -0.0186582102
## VSIG4 -0.0805999628 0.0067604184
## THBD -0.0653720450 0.0000000000
## POU2AF1 -0.1094595102 0.0461597716
## GZMM -0.0441769630 -0.0105000198
## FAM129C -0.0653720450 -0.0352600822
## PAX5 -0.1297491092 0.0155319147
## CXCL1 -0.0923822668 0.0000000000
## IL6R -0.0660726676 -0.0006184244
## CMKLR1 -0.0814068626 -0.0031551462
## CD103.ITGAE.AHS0001.pAbO -0.1913705146 -0.0149601913
## LILRB4 -0.0713347374 0.0241781051
## TNFRSF4 -0.1046404525 -0.0208272973
## TPSAB1 -0.1156654986 0.0094035431
## CCR10 -0.0895081500 -0.0259231270
## B3GAT1 -0.0709756214 -0.0451700951
## TLR2 -0.1062053453 -0.0380400289
## CXCL16 -0.0996611196 -0.0160328772
## TLR9 -0.1338525714 -0.0063906744
## CSF3 -0.1464721258 0.0199494203
## CHI3L2 -0.0921904410 -0.0344749254
## CMTM2 -0.1060456467 -0.0113205271
## IL1B -0.1240139289 -0.0222112596
## CD27 -0.1363075653 -0.0213112723
## TCF4 -0.2200389925 0.0146804574
## CD160 -0.2787979781 0.0896245856
## TLR7 -0.1915475137 -0.0025310620
## NT5E -0.1867560899 -0.0154596723
## TCF7 -0.1263851289 -0.0495180836
## CD4.SK3.CD4.AHS0032.pAbO -0.4525401100 0.1117475971
## CD72 -0.1580099715 -0.0175834677
## BACH2 -0.2147265396 -0.0451945820
## CD80 -0.1656575329 -0.0599276723
## CD22.CD22.AHS0195.pAbO -0.3510310446 0.0166221912
## CCL20 -0.2423398032 -0.0013702383
## GIMAP5 -0.7230095640 0.1214602603
## PECAM1 -0.7158081038 0.0375048319
## TNFRSF18 -0.3049063026 0.0091324698
## CXCR5 -0.2873236932 -0.0033309173
## THBS1 -0.2239605665 -0.0471556357
## CD6 -0.2094676994 0.0260545784
## TRAT1 -0.3707439381 0.0218290857
## LTB -0.1819565626 -0.0748719125
## JUNB -0.2576687588 -0.0644522703
## FAM65B -0.2394708215 -0.1457913895
## FYN -0.4310152253 -0.1173570135
## IKZF2 -0.3032067763 -0.0658619094
## IGKC -0.3730346519 0.0476820695
## TNFSF8 -0.4323238245 0.0496538536
## CD3D -0.1567026424 -0.0774589974
## QPCT -0.2448528372 -0.0076550781
## CD102.ICAM2.AHS0155.pAbO -0.7172326381 0.1233004598
## IL13 -0.4113529100 -0.0524583107
## FOSL1 -0.3526914113 0.0309142049
## VEGFA -0.5554974525 0.0514404192
## NAMPT -0.6381921010 -0.0736930439
## CD28.CD28.2.CD28.AHS0024.pAbO -0.1954149190 -0.0165353351
## TNFRSF1B -0.5092932418 0.0151564533
## CD3E -0.6712855090 0.1520146573
## CD86 -0.4733764054 0.0005325865
## IL3 -0.2849917101 -0.0415678410
## FOXO1 -0.4044929672 0.0947096389
## TNFRSF25 -0.4232509010 -0.0283389927
## IL23R -0.5542704131 -0.1662910123
## CD9 -0.3235028845 -0.0665778975
## CD63 -1.1319491241 -0.0517909855
## FASLG -0.3960844498 0.0057799951
## IL1RN -0.2703940811 -0.0308318927
## ZBED2 -0.4640015692 -0.0504007544
## ZBTB16 -0.3265383298 0.0003938501
## LIPA -0.5099747725 0.0278907416
## LTA -0.5223393429 -0.0004801540
## PTGDR2 -0.4741778752 0.0144106328
## CD48 -0.4382533310 -0.2049486648
## CCR8 -0.5736801134 0.0862103230
## CD3.SK7.CD3E.AHS0033.pAbO -0.0813384156 -0.0467871149
## CNOT2 -0.1411922389 -0.0478107427
## TIAF1 -0.3690203942 -0.1334652688
## HAVCR2 -0.5641910735 -0.0648592376
## MZB1 -0.4210378634 0.0424139027
## PMCH -0.3152814714 -0.0974306273
## ZNF683 -0.5428622983 0.1061450386
## CD33 -0.8408552939 0.2200032141
## CCR6 -0.6628376646 -0.1167119018
## DUSP4 -0.6643452606 -0.1356462752
## IL18R1 -0.4000029191 0.0699373142
## IL7R -0.3455438986 -0.1592375057
## STAT6 -0.2132466399 -0.1325247378
## IgM.IGHM.AHS0198.pAbO -0.1028125187 -0.0287442049
## RGS1 -0.5429937395 -0.0288785242
## VNN2 -0.4219597321 -0.0303271829
## NKG7 -1.3710894921 -0.3689471645
## CD25.2A3.IL2RA.AHS0026.pAbO -0.4890300446 0.0008196677
## CD14.MPHIP9.CD14.AHS0037.pAbO -0.2199625516 -0.0994605694
## CX3CR1.CX3CR1.AHS0125.pAbO -0.2451294398 -0.0646161629
## BCL2A1 -0.9359195003 0.1715320519
## CXCR6 -0.4279648633 -0.1233305150
## CD7 -0.4341207550 -0.0517765422
## RORC -0.6785333841 -0.0038482543
## CBLB -0.3588509363 -0.1535350744
## IgG.IGHG1_2_3_4.AHS0059.pAbO -0.7981402846 0.0414997314
## CD335.NCR1.AHS0068.pAbO -0.6863466415 -0.1481161408
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO -0.3715502645 -0.0791179915
## CCR7.CCR7.AHS0273.pAbO -0.2850430829 -0.0474473408
## TNFRSF8 -0.7214692299 0.0528888829
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO -0.6591561769 0.0987629628
## CTSD -0.3272958746 -0.1456602923
## CD45RO.PTPRC.AHS0036.pAbO -0.2570252105 -0.0960370875
## CD40LG -0.6822224357 -0.0582583030
## CD279.EH12.1.PDCD1.AHS0014.pAbO -0.4324430444 0.2029259148
## FYB -0.6207918697 -0.0015219462
## TSPAN32 -0.3234293907 -0.2643448183
## BIN2 -0.4420979109 -0.2922095713
## IRF8 -0.6643295004 -0.2269438744
## LCK -0.5424655779 -0.3857487797
## DUSP1 -0.5311647349 -0.0706289564
## LIF -0.8198263009 -0.2682282590
## CASP5 -0.5817628116 -0.1205277298
## PTPRC -0.5669074431 -0.1250197134
## TNFSF14 -0.3752352755 -0.0742662136
## ITGAX -1.3443009696 -0.0504503355
## SEMA7A -0.5939861746 -0.0289026850
## MYC -0.9370307983 -0.2729641394
## PIK3AP1 -0.4307970344 -0.1529941716
## SPOCK2 -0.8450629841 -0.0655065177
## TGFB1 -0.4456733089 -0.2114215375
## TRIB2 -0.7683771259 -0.0278961622
## IER3 -1.1908990197 -0.1246522702
## KIT -1.4654793033 0.3290958180
## FOSB -0.5702980709 -0.1563500064
## CCL1 -1.0560303007 0.0775267314
## CCL3 -1.2258638764 -0.0788733611
## LGALS3 -1.2210781302 -0.0055509295
## CD95.FAS.AHS0023.pAbO -0.3726369871 -0.1893491040
## CD300A -1.2009276518 0.0579809268
## BCL2 -0.6220402824 -0.3612389152
## TNF -1.0751973581 -0.2598564118
## TXK -0.9423576782 -0.0836430939
## IFNG -1.0775017690 -0.0220399341
## IL4R -0.4682043804 -0.4341284119
## CD152.CTLA4.AHS0017.pAbO -0.7379073779 0.0116303138
## IL32 -1.2643308225 -0.2111349335
## IL2RB -1.3853086776 -0.1314595049
## GLG1 -0.7873130459 -0.2783373679
## PRDM1 -0.5575406461 -0.0726158091
## XCL1 -1.3770304649 0.0047871591
## BIRC3 -0.7745889291 -0.4096492830
## C10orf54 -0.4514914699 -0.2003370101
## STAT3 -0.4702137550 -0.2022966359
## CD39.ENTPD1.AHS0006.pAbO -1.2281737210 -0.2062361971
## CD226.CD226.AHS0079.pAbO -0.7643453178 -0.5135170644
## LAMP1 -0.6681295764 -0.4350972588
## CCL4 -1.7925771788 0.0872431560
## EGR1 -0.7146653235 -0.4614551636
## EGR3 -1.5150091574 -0.0574229383
## FCER1G -1.0523006753 -0.2644007715
## SELPLG -1.3172876180 -0.4665405462
## IL2RA -0.7147538527 -0.4382143934
## ITK -0.4586673369 -0.2360642773
## ICAM1 -1.1730704259 -0.0906098745
## PRF1 -1.1273474042 -0.4337176698
## CD161.DX12.KLRB1.AHS0002.pAbO -0.7887591994 -0.2932135120
## CD44 -0.5887067103 -0.1724849143
## CCL5 -2.1176485916 0.1686784751
## CD69 -0.6365926228 -0.5581053749
## DUSP2 -1.3618380051 -0.2105419650
## PIK3IP1 -2.0393468437 -0.2856787983
## CD69.CD69.AHS0010.pAbO -0.7292989534 -0.6508958264
## CSF2 -2.3574163714 -0.2538080489
## CD52 -1.8477402596 0.0506069390
## CCND2 -0.8081880838 -0.5492542982
## CD37 -1.4024582181 -0.6044484231
## BTG1 -1.5937995029 -0.4236721444
## KLRB1 -1.6631887810 -0.6706993393
## max.logFC.cohen rank.logFC.cohen
## TYMS 2.9482221221 2
## KIAA0101 2.9830115402 1
## HMGB2 2.4565805641 1
## TOP2A 2.2239639261 4
## TK1 2.3510986530 3
## AURKB 2.0026155124 6
## UBE2C 1.8253215381 7
## PCNA 1.7836011660 8
## HMMR 1.4207367886 8
## CCNB1 1.3761265254 10
## MKI67 1.3605890744 11
## MCM4 1.3021434121 13
## MCM2 1.2651527167 14
## GAPDH 1.5366782649 9
## PTTG2 1.0681921500 15
## TRDC 1.0071659135 20
## PDIA6 1.0074945988 18
## ANXA5 0.9616843880 16
## HLA.DRA 1.1408371717 13
## ITGAE 0.8853176467 26
## CD74 1.2079436397 20
## HLA.DPA1 1.1900381369 21
## S100A10 1.0723265419 16
## Tim3.HAVCR2.AHS0016.pAbO 1.0814428572 16
## HLA.DPB1 0.9710077057 22
## KLRC1 1.0042386055 31
## TMEM97 0.9239543584 17
## DPP4 0.7805589737 37
## RPN2 0.8876970937 25
## PYCR1 0.7578570993 21
## HLA.DRB3 0.9460096561 28
## CD94.KLRD1.AHS0085.pAbO 2.2153424285 3
## CASP3 0.9809577151 22
## LAP3 0.7277968069 32
## PDIA4 0.6405412477 36
## PASK 0.5282534380 41
## CD314.KLRK1.AHS0065.pAbO 1.0526249501 12
## GZMA 1.2831497469 12
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1.0131633960 26
## HLA.DMA 0.6939856656 53
## NCR3 0.8727902972 34
## CD38 0.7460112000 40
## HLA.DQA1 0.9974800877 15
## BAX 1.0855826863 15
## KLRK1 0.9307552576 24
## HLA.DQB1 0.8957034921 27
## CXCR4 1.4946551148 5
## ADA 0.5803504574 53
## HLA.DMB 0.9720312434 34
## KLRF1 1.7090825133 8
## TARP_refseq 0.4241883264 43
## CD38.HIT2.CD38.AHS0022.pAbO 1.4905985513 14
## IFITM2 0.7660624692 22
## FBXO22 0.4319433940 56
## GNAI2 0.7415786849 35
## CD7.CD7.AHS0043.pAbO 0.5914432961 28
## FAS 0.3530517026 61
## ITGB2 2.2838188184 2
## CXCR3 1.0937139719 25
## YBX3 0.5784877804 63
## CD18.ITGB2.AHS0091.pAbO 2.7958722697 1
## APOBEC3G 1.0525756487 26
## HLA.C 1.2867111705 10
## CCR1 0.5941614339 54
## TNFSF10 0.6817239271 37
## IL12RB2 1.1686600392 22
## GNLY 0.5814384111 46
## XBP1 0.4145041910 66
## CD8.SK1.CD8A.AHS0228.pAbO 1.0460452356 29
## IFITM3 0.8156305057 19
## CST7 1.2312947520 17
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.6959979426 24
## GZMH 1.0473495892 28
## CD70 0.8263667218 21
## LGALS1 0.5825309101 30
## LYN 0.5995405221 65
## ATF6B 0.5208136059 80
## GIMAP2 0.8790058663 31
## CD8A 0.9681522665 36
## CD2.CD2.AHS0029.pAbO 0.8350454402 48
## GZMK 1.9689407433 5
## KDELR1 0.3312287474 75
## NINJ2 0.5758908192 64
## CD19.SJ25C1.CD19.AHS0030.pAbO 0.5030542246 71
## CD2 0.8446484199 46
## FN1 0.5612799675 31
## CD45RA.HI100.PTPRC.AHS0009.pAbO 0.6745786664 26
## GAB2 0.3439214713 88
## EOMES 0.5202073518 69
## FTH1 0.2465327881 75
## STAT1 0.4775508170 39
## LAT2 0.7252913956 33
## RUNX3 0.8453159125 35
## BCL11B 0.5546145817 65
## GZMB 0.7193693641 36
## CXCL5 0.3768830817 99
## S1PR1 0.2766007103 97
## CLEC2D 0.2754013319 72
## KLRC3 0.4795202492 74
## ITGA4 0.4741953094 91
## KIR2DL1 1.2148845069 18
## CD26.DPP4.AHS0109.pAbO 0.6187568280 29
## FOXP1 0.1968635442 93
## TRBC2 0.8773086392 33
## HLA.A 1.1285678627 14
## LEF1 0.4544588007 67
## CD81.CD81.AHS0021.pAbO 0.9417299609 17
## IKZF1 0.6690774356 38
## FCGR3A 1.5996654313 11
## CCR5 0.5696370588 76
## CD215.IL15RA.AHS0212.pAbO 0.4378138698 45
## IL1RL1 0.3871067992 82
## LAT 0.6012762382 66
## FUT4 0.1997536730 128
## CD33.WM53.CD33.AHS0044.pAbO 0.7910887028 21
## ENTPD1 0.4211748577 82
## CD244 0.6047194420 65
## CD5.UCHT2.CD5.AHS0047.pAbO 0.2052700161 89
## ARL4C 0.9974883692 21
## RORA 0.2895460234 96
## TIGIT 0.9092107417 40
## NCAM1 0.2163573045 100
## ITGAM 0.3518624473 99
## CD127.IL7R.AHS0028.pAbO 0.3811181521 52
## VPS28 0.6343026184 61
## IL15RA 0.1651756855 101
## LGALS9 0.2986047348 105
## ICOS 0.1737317162 102
## SLC25A37 0.2065065203 87
## RNASE6 0.2343623611 105
## IGBP1 0.3791006124 116
## SELL 0.2636156979 73
## IRF4 0.4100025922 49
## JUN 0.1608933724 98
## GIMAP7 0.3211154299 106
## CTSW 0.9043088657 25
## STAT4 0.4318296590 101
## PSEN1 0.2543416840 145
## SNCA 0.1908866395 95
## CD1D.CD1D.AHS0219.pAbO 0.3330958161 58
## IL18 0.3024993737 82
## IFNGR1 0.3984004077 111
## KLRC4 0.1994284161 112
## STAT5A 0.1344932718 107
## IER5 0.0680722791 155
## ITGAL 0.6067528525 64
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 0.8614083033 45
## CD247 0.9853741724 33
## LAIR2 0.3091123203 90
## FOXO3 0.2291915858 149
## TRAC 0.6012077261 31
## LAMP3 0.1409697385 108
## TNFSF13B 0.1493368337 124
## MGST1 0.2631690461 74
## IL12RB1 0.2674613559 86
## GATA3 0.0709260110 142
## CCR2 0.3587680072 90
## CD27.L128.CD27.AHS0249.pAbO 0.0991367978 136
## IL6 0.1401630221 109
## NRP1 0.1495701497 110
## IL15 0.1179529166 166
## CCR7 0.1139802348 126
## CD14 0.1136560410 140
## IL18RAP 0.2535178858 122
## IL9R 0.1516253024 121
## TNFSF13 0.1468192241 182
## CD1A 0.1521349462 111
## KLRG1 0.2133353388 100
## CTSG 0.1244711870 113
## OAS1 0.1896424221 98
## CX3CR1 0.1016582236 167
## LAG3 0.2302185476 95
## CXCR1 0.1140761771 130
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 0.0740045277 143
## ADGRG3 0.4030893193 108
## TBX21 0.6295082063 49
## CD40.CD40.AHS0117.pAbO 0.0004279565 214
## ADGRE1 0.1170745821 131
## ZAP70 0.0394407557 197
## TGFBI 0.0453497570 158
## IL3RA 0.1923884140 88
## CD34.581.CD34.AHS0061.pAbO 0.1689212687 99
## SLAMF1 0.0903470688 130
## BCL6 0.0311795434 183
## TGFB3 0.0803059464 147
## TNFRSF9 0.1663662194 97
## TNFRSF13C 0.0646108071 145
## CD8B 0.1065931702 136
## DOCK8 0.8396278835 36
## LY86 0.0664532542 154
## IGHM_membrane 0.0596998898 147
## CTLA4 0.1220868432 115
## CD4 0.0622656062 152
## IL5 0.0473774709 157
## AIM2 0.0816514051 133
## IGHM_secreted 0.0464523776 168
## CD79B 0.2733911466 98
## IGHA1_secreted 0.1439598691 150
## CCL2 0.0376289178 170
## VMO1 0.0357874320 192
## BTLA 0.0351079446 171
## MMP9 0.0362471966 170
## CD1C 0.0371663327 169
## TREM1 0.0580301312 148
## CLEC4E 0.0287751862 181
## FOXP3 0.1217042218 116
## PI3 0.0303754007 174
## PDCD1 0.0638099567 151
## CD5 0.0621223709 162
## CXCR2 0.0504631469 168
## ARG1 0.0214768390 190
## CD36 0.0214768390 190
## CNTNAP3 0.0214768390 194
## FLT3 0.0214768390 190
## IGHG1_secreted 0.0214768390 194
## IGHG3_secreted 0.0214768390 189
## RNASE2 0.0214768390 194
## CCR3 0.0938931171 146
## CCR4 0.0214768390 194
## IFNA1 0.0214768390 194
## CD163 0.0214768390 190
## IL12A 0.0419622935 173
## CD24 0.0373209514 168
## S100A9 0.0458433022 172
## IL4 0.0727270815 150
## CD274 0.0617210200 161
## ALAS2 0.0000000000 215
## APOE 0.0000000000 215
## AQP9 0.0000000000 215
## AZU1 0.0000000000 215
## BLK 0.0000000000 215
## BLNK 0.0000000000 215
## BPI 0.0000000000 215
## C1QA 0.0000000000 215
## C1QB 0.0000000000 215
## CCL13 0.0000000000 215
## CCL17 0.0000000000 215
## CCL19 0.0000000000 215
## CCR9 0.0000000000 215
## CD1B 0.0000000000 215
## CD209 0.0000000000 215
## CD22 0.0000000000 215
## CD34 0.0000000000 215
## CEACAM8 0.0000000000 215
## CHI3L1 0.0000000000 215
## CLC 0.0000000000 215
## CLEC10A 0.0000000000 215
## CPA3 0.0000000000 215
## CXCL11 0.0000000000 215
## CXCL13 0.0000000000 215
## CXCL9 0.0000000000 215
## DEFA3 0.0000000000 215
## DEFA4 0.0000000000 215
## EBF1 0.0000000000 215
## ELANE 0.0000000000 215
## F13A1 0.0000000000 215
## FCER1A 0.0000000000 215
## FCER2 0.0000000000 215
## FCN1 0.0000000000 215
## GHR 0.0000000000 215
## IGHD_membrane 0.0000000000 215
## IGHE_secreted 0.0000000000 215
## IGHG1_membrane 0.0000000000 215
## IGHG2_secreted 0.0000000000 215
## IGHG4_secreted 0.0000000000 215
## IGLC3 0.0000000000 215
## IL17A 0.0000000000 215
## IL17F 0.0000000000 215
## IL21 0.0000000000 215
## IL25 0.0000000000 215
## IL31 0.0000000000 215
## IL33 0.0000000000 215
## IL9 0.0000000000 215
## MME 0.0000000000 215
## MMP12 0.0000000000 215
## S100A12 0.0000000000 215
## TCL1A 0.0000000000 215
## TLR8 0.0000000000 215
## TNFRSF17 0.0000000000 215
## VPREB3 0.0000000000 215
## AOC3 0.0000000000 215
## EPX 0.0000000000 215
## IL22 0.0000000000 215
## LRRC32 0.0000000000 215
## CXCL2 0.0000000000 217
## MS4A1 0.0000000000 215
## CD40 0.0412296824 174
## CXCL3 0.0000000000 215
## SPP1 0.0000000000 215
## CD3G 0.0582094514 165
## SLC7A7 0.0198521168 206
## IL1R2 0.0000000000 215
## CR2 0.0000000000 217
## KCNE3 0.0000000000 215
## CD200 0.0296175041 179
## CD79A 0.0045062118 214
## CLEC4D 0.0000000000 217
## CXCL10 0.0214768390 196
## CD28 0.0303761109 185
## CCL22 0.0000000000 217
## MITF 0.0000000000 215
## IL2 0.0461953856 172
## CXCL8 0.0614710904 147
## JCHAIN 0.0000000000 220
## F5 0.0000000000 215
## VSIG4 0.0303659051 176
## THBD 0.0000000000 215
## POU2AF1 0.0630682634 145
## GZMM 0.0214768390 202
## FAM129C 0.0000000000 290
## PAX5 0.0981890571 126
## CXCL1 0.0000000000 215
## IL6R 0.0214768390 194
## CMKLR1 0.0441960461 159
## CD103.ITGAE.AHS0001.pAbO 0.0912608833 142
## LILRB4 0.0403574531 180
## TNFRSF4 0.0303705890 175
## TPSAB1 0.0528340511 173
## CCR10 0.0000000000 243
## B3GAT1 0.0725843378 151
## TLR2 -0.0209528348 300
## CXCL16 0.0324451439 186
## TLR9 0.0533161755 172
## CSF3 0.0303315094 177
## CHI3L2 0.0296851606 247
## CMTM2 0.0146456745 274
## IL1B 0.0661024154 161
## CD27 0.0639003604 158
## TCF4 0.0520710352 194
## CD160 0.2072794602 83
## TLR7 0.0371472423 189
## NT5E 0.0479728029 177
## TCF7 0.0470998445 180
## CD4.SK3.CD4.AHS0032.pAbO 0.4147770474 48
## CD72 0.0742623672 148
## BACH2 0.0970823471 142
## CD80 0.1355258345 106
## CD22.CD22.AHS0195.pAbO 0.2553758196 79
## CCL20 0.0486437469 160
## GIMAP5 0.6358238575 59
## PECAM1 0.4750236068 40
## TNFRSF18 0.0884346129 145
## CXCR5 0.1125037794 115
## THBS1 0.0891693936 143
## CD6 0.1519687538 121
## TRAT1 0.3842373507 53
## LTB 0.0216107199 252
## JUNB 0.1603313874 101
## FAM65B 0.2247352469 151
## FYN 0.5220017559 68
## IKZF2 0.1124626194 184
## IGKC 0.1506818772 107
## TNFSF8 0.1660649850 130
## CD3D 0.0342342228 176
## QPCT 0.1276521680 128
## CD102.ICAM2.AHS0155.pAbO 0.3482196644 58
## IL13 0.2050253313 80
## FOSL1 0.1770861363 95
## VEGFA 0.3588580115 88
## NAMPT 0.4451885235 46
## CD28.CD28.2.CD28.AHS0024.pAbO 0.0160660117 224
## TNFRSF1B 0.3410969094 65
## CD3E 0.6884185236 50
## CD86 0.2150969401 79
## IL3 0.0092069363 233
## FOXO1 0.1459661723 123
## TNFRSF25 0.0403507193 165
## IL23R 0.6168317673 63
## CD9 0.1151888699 118
## CD63 0.9776272059 23
## FASLG 0.4146740225 78
## IL1RN 0.0743203969 138
## ZBED2 0.1909537039 89
## ZBTB16 0.2076276390 132
## LIPA 0.4053907636 104
## LTA 0.2573728735 100
## PTGDR2 0.0755966617 134
## CD48 0.5754045261 73
## CCR8 0.2172871319 82
## CD3.SK7.CD3E.AHS0033.pAbO -0.0194427705 307
## CNOT2 0.1035193759 197
## TIAF1 0.3333245971 125
## HAVCR2 0.6149971880 59
## MZB1 0.3102993337 66
## PMCH 0.1236928596 112
## ZNF683 0.2658179202 72
## CD33 0.3342746492 59
## CCR6 0.5568447889 57
## DUSP4 0.3644701500 63
## IL18R1 0.2166755702 120
## IL7R 0.1091030381 119
## STAT6 -0.0079629757 356
## IgM.IGHM.AHS0198.pAbO 0.0292858089 198
## RGS1 0.6089635276 30
## VNN2 0.2763290671 137
## NKG7 1.5552211029 13
## CD25.2A3.IL2RA.AHS0026.pAbO 0.3392679765 60
## CD14.MPHIP9.CD14.AHS0037.pAbO 0.0407821953 164
## CX3CR1.CX3CR1.AHS0125.pAbO 0.0168148883 230
## BCL2A1 0.4885433303 73
## CXCR6 0.1742368938 170
## CD7 0.2910651863 135
## RORC 0.1028320971 135
## CBLB 0.1162870715 176
## IgG.IGHG1_2_3_4.AHS0059.pAbO 0.5798369212 62
## CD335.NCR1.AHS0068.pAbO 0.7169138151 43
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.0819250321 140
## CCR7.CCR7.AHS0273.pAbO -0.0075058603 308
## TNFRSF8 0.3999436107 47
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 0.2538008434 81
## CTSD 0.2258690885 150
## CD45RO.PTPRC.AHS0036.pAbO 0.1607972303 99
## CD40LG 0.1196854545 112
## CD279.EH12.1.PDCD1.AHS0014.pAbO 0.3754864870 55
## FYB 0.3177448352 131
## TSPAN32 -0.0160131158 370
## BIN2 0.7094692450 46
## IRF8 0.6882229607 52
## LCK 0.5396004984 82
## DUSP1 0.1861999316 165
## LIF 0.5872037966 29
## CASP5 0.5192206779 88
## PTPRC 0.6792599836 53
## TNFSF14 0.0713764814 140
## ITGAX 0.4486695134 43
## SEMA7A 0.2047168921 110
## MYC 0.5249872657 34
## PIK3AP1 0.1751195191 169
## SPOCK2 0.4171025078 103
## TGFB1 0.1278591574 186
## TRIB2 0.3262805334 62
## IER3 0.4146270195 45
## KIT 0.5848317106 30
## FOSB -0.0613206487 334
## CCL1 0.1639782544 96
## CCL3 1.1374176608 24
## LGALS3 0.1129549099 166
## CD95.FAS.AHS0023.pAbO 0.1816878637 90
## CD300A 0.2913783591 95
## BCL2 0.3437781161 123
## TNF 0.5436591974 32
## TXK 0.7143676640 45
## IFNG 0.1005391804 125
## IL4R 0.3988348432 110
## CD152.CTLA4.AHS0017.pAbO 0.0801333908 134
## IL32 0.3371425540 61
## IL2RB 0.5584696103 78
## GLG1 0.2569473908 142
## PRDM1 -0.0234860695 314
## XCL1 0.3717738609 53
## BIRC3 0.5875287752 32
## C10orf54 -0.0098672512 322
## STAT3 0.1047054541 196
## CD39.ENTPD1.AHS0006.pAbO 0.3695390032 56
## CD226.CD226.AHS0079.pAbO 0.3219765399 63
## LAMP1 0.6363453191 58
## CCL4 1.2124247645 19
## EGR1 0.2428466485 78
## EGR3 0.3700867357 54
## FCER1G 0.4687940418 93
## SELPLG 1.1616407055 13
## IL2RA 0.5101375688 39
## ITK 0.0314129339 173
## ICAM1 0.1706274784 92
## PRF1 0.6726365269 54
## CD161.DX12.KLRB1.AHS0002.pAbO 0.2042926362 81
## CD44 -0.1406867084 377
## CCL5 0.7064704754 52
## CD69 0.2426919476 76
## DUSP2 0.6131774963 54
## PIK3IP1 0.5966416109 68
## CD69.CD69.AHS0010.pAbO 0.4920579410 42
## CSF2 0.3136250972 64
## CD52 0.1235146906 119
## CCND2 0.3877093693 114
## CD37 0.4457707356 96
## BTG1 -0.0777200584 407
## KLRB1 0.1607677612 176
## mean.AUC min.AUC median.AUC
## TYMS 0.9270278 0.87572638 0.9513201
## KIAA0101 0.9250226 0.85804692 0.9588085
## HMGB2 0.9202053 0.90220088 0.9172310
## TOP2A 0.8932386 0.85795312 0.9041134
## TK1 0.8921962 0.83577315 0.9246434
## AURKB 0.8580431 0.82414213 0.8692127
## UBE2C 0.8487398 0.80464938 0.8629645
## PCNA 0.8272554 0.74549907 0.8282497
## HMMR 0.7887052 0.76407937 0.7970537
## CCNB1 0.7846171 0.75086311 0.7976426
## MKI67 0.7639280 0.73290672 0.7759580
## MCM4 0.7406023 0.66876794 0.7500231
## MCM2 0.7303587 0.64980426 0.7322570
## GAPDH 0.7216449 0.48521866 0.7558682
## PTTG2 0.7138652 0.66573282 0.7127106
## TRDC 0.7052233 0.64935061 0.6906298
## PDIA6 0.7005342 0.60864764 0.7419299
## ANXA5 0.6829047 0.50017470 0.7165771
## HLA.DRA 0.6784244 0.54531876 0.6847782
## ITGAE 0.6775558 0.60217365 0.6963197
## CD74 0.6708020 0.52471021 0.7049281
## HLA.DPA1 0.6629975 0.52454194 0.6574295
## S100A10 0.6598492 0.54903097 0.6473241
## Tim3.HAVCR2.AHS0016.pAbO 0.6517298 0.55940757 0.6058656
## HLA.DPB1 0.6490980 0.53647112 0.6333129
## KLRC1 0.6368255 0.53526496 0.6073993
## TMEM97 0.6360799 0.44342190 0.6542660
## DPP4 0.6306808 0.59153857 0.6256314
## RPN2 0.6295271 0.50628755 0.6317057
## PYCR1 0.6232587 0.59102115 0.6133149
## HLA.DRB3 0.6218253 0.52037294 0.6226573
## CD94.KLRD1.AHS0085.pAbO 0.6101264 0.42169617 0.5840051
## CASP3 0.6098325 0.51087286 0.6086471
## LAP3 0.6090086 0.53364100 0.6032862
## PDIA4 0.6067056 0.54749986 0.6180837
## PASK 0.6025318 0.58702530 0.6073199
## CD314.KLRK1.AHS0065.pAbO 0.5970241 0.47567522 0.5786482
## GZMA 0.5956649 0.29664462 0.6791530
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 0.5928808 0.38353670 0.6477834
## HLA.DMA 0.5923957 0.50962457 0.5970186
## NCR3 0.5912135 0.44006511 0.5731240
## CD38 0.5904840 0.50427467 0.6017024
## HLA.DQA1 0.5894200 0.39216137 0.5848202
## BAX 0.5877293 0.45945579 0.5223586
## KLRK1 0.5825676 0.45436408 0.5744829
## HLA.DQB1 0.5813485 0.43508540 0.6137890
## CXCR4 0.5794680 0.14413067 0.6975619
## ADA 0.5794184 0.45288378 0.5975374
## HLA.DMB 0.5788309 0.51200675 0.5243577
## KLRF1 0.5782959 0.35307759 0.5166004
## TARP_refseq 0.5782324 0.54244399 0.5866740
## CD38.HIT2.CD38.AHS0022.pAbO 0.5768371 0.48717093 0.5207430
## IFITM2 0.5715453 0.37048158 0.6834672
## FBXO22 0.5713030 0.53583544 0.5882161
## GNAI2 0.5705519 0.40828869 0.5849014
## CD7.CD7.AHS0043.pAbO 0.5695470 0.45142881 0.5216453
## FAS 0.5683680 0.50944192 0.5814245
## ITGB2 0.5682209 0.32627834 0.4658081
## CXCR3 0.5674377 0.42245407 0.4965507
## YBX3 0.5627374 0.52558036 0.5530236
## CD18.ITGB2.AHS0091.pAbO 0.5626196 0.39362151 0.4744562
## APOBEC3G 0.5613715 0.36358486 0.5855864
## HLA.C 0.5609744 0.35831850 0.5294437
## CCR1 0.5587982 0.37905181 0.5986680
## TNFSF10 0.5584010 0.32497260 0.5793047
## IL12RB2 0.5569580 0.37178743 0.5175786
## GNLY 0.5567905 0.38054391 0.6184631
## XBP1 0.5564949 0.43954903 0.5657413
## CD8.SK1.CD8A.AHS0228.pAbO 0.5547539 0.36627197 0.5475703
## IFITM3 0.5526308 0.32318822 0.6288295
## CST7 0.5524238 0.37090345 0.4795561
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.5504651 0.36895054 0.5495141
## GZMH 0.5501457 0.39119651 0.5426189
## CD70 0.5499674 0.40111626 0.5241730
## LGALS1 0.5496173 0.30280010 0.6146520
## LYN 0.5486014 0.41366235 0.5570376
## ATF6B 0.5474502 0.49412254 0.5282725
## GIMAP2 0.5458951 0.44613724 0.4999611
## CD8A 0.5458342 0.35797079 0.5710902
## CD2.CD2.AHS0029.pAbO 0.5457566 0.39782314 0.5365220
## GZMK 0.5441993 0.21523570 0.4898080
## KDELR1 0.5437848 0.52783223 0.5523713
## NINJ2 0.5436489 0.42479013 0.5118045
## CD19.SJ25C1.CD19.AHS0030.pAbO 0.5432968 0.44179441 0.5422448
## CD2 0.5428627 0.37720934 0.5409906
## FN1 0.5415138 0.44184963 0.5575901
## CD45RA.HI100.PTPRC.AHS0009.pAbO 0.5409515 0.42120916 0.5655910
## GAB2 0.5368413 0.49739682 0.5496436
## EOMES 0.5350440 0.49402888 0.5261362
## FTH1 0.5350189 0.50857489 0.5317962
## STAT1 0.5343678 0.39403070 0.5852417
## LAT2 0.5313490 0.38611878 0.5233705
## RUNX3 0.5310115 0.38864090 0.4962353
## BCL11B 0.5301621 0.49439640 0.5155332
## GZMB 0.5288202 0.33544000 0.5455413
## CXCL5 0.5288184 0.48183588 0.5270189
## S1PR1 0.5285346 0.51556076 0.5317748
## CLEC2D 0.5284059 0.50642742 0.5239665
## KLRC3 0.5279494 0.48740054 0.5046259
## ITGA4 0.5278526 0.43719552 0.5344969
## KIR2DL1 0.5262444 0.36348130 0.4838339
## CD26.DPP4.AHS0109.pAbO 0.5259312 0.38322876 0.5518239
## FOXP1 0.5252458 0.50700777 0.5208459
## TRBC2 0.5243702 0.39677543 0.4566798
## HLA.A 0.5234764 0.29282989 0.5139571
## LEF1 0.5230008 0.37639378 0.5502608
## CD81.CD81.AHS0021.pAbO 0.5224703 0.40894607 0.4574149
## IKZF1 0.5222449 0.34079324 0.5269571
## FCGR3A 0.5221798 0.22615970 0.6094016
## CCR5 0.5215514 0.36350727 0.5307224
## CD215.IL15RA.AHS0212.pAbO 0.5191157 0.40141816 0.5162778
## IL1RL1 0.5185637 0.48680571 0.5189514
## LAT 0.5183375 0.41102081 0.5219004
## FUT4 0.5182461 0.50698781 0.5190761
## CD33.WM53.CD33.AHS0044.pAbO 0.5182116 0.30407373 0.5929979
## ENTPD1 0.5179449 0.36251533 0.5468006
## CD244 0.5176540 0.38835018 0.4825618
## CD5.UCHT2.CD5.AHS0047.pAbO 0.5175525 0.47707605 0.5130107
## ARL4C 0.5170550 0.34173642 0.4788077
## RORA 0.5163274 0.47319868 0.5189973
## TIGIT 0.5161149 0.31407881 0.5049242
## NCAM1 0.5158973 0.45799727 0.5349158
## ITGAM 0.5151009 0.41982506 0.5115903
## CD127.IL7R.AHS0028.pAbO 0.5148144 0.41037912 0.5127732
## VPS28 0.5144536 0.43393310 0.4795353
## IL15RA 0.5144047 0.45358330 0.5112868
## LGALS9 0.5140718 0.42423377 0.5339929
## ICOS 0.5139718 0.44308993 0.5254365
## SLC25A37 0.5138962 0.50921666 0.5145608
## RNASE6 0.5137027 0.50757369 0.5125100
## IGBP1 0.5135765 0.47119401 0.5026501
## SELL 0.5135751 0.48954130 0.5168617
## IRF4 0.5133883 0.42024690 0.4915146
## JUN 0.5133713 0.47640946 0.5220213
## GIMAP7 0.5129092 0.49378059 0.5131285
## CTSW 0.5125151 0.26765393 0.5198737
## STAT4 0.5123227 0.40308282 0.5285072
## PSEN1 0.5119783 0.49139189 0.5145748
## SNCA 0.5119612 0.49578834 0.5179593
## CD1D.CD1D.AHS0219.pAbO 0.5118453 0.43302002 0.5198163
## IL18 0.5112444 0.44982901 0.5114242
## IFNGR1 0.5092686 0.45217155 0.5091544
## KLRC4 0.5092455 0.49203175 0.5081784
## STAT5A 0.5088503 0.46048082 0.5081174
## IER5 0.5083830 0.50250422 0.5099143
## ITGAL 0.5083074 0.31728151 0.5461065
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 0.5079399 0.23887565 0.5359879
## CD247 0.5077050 0.32721592 0.4398791
## LAIR2 0.5072861 0.44167258 0.5187281
## FOXO3 0.5071684 0.49320569 0.5015981
## TRAC 0.5064381 0.38263312 0.4860688
## LAMP3 0.5062839 0.49867300 0.5102801
## TNFSF13B 0.5061305 0.47953626 0.5145640
## MGST1 0.5060414 0.45477339 0.5220418
## IL12RB1 0.5059332 0.42370055 0.5564555
## GATA3 0.5058945 0.49775554 0.5085619
## CCR2 0.5058796 0.45621279 0.5195335
## CD27.L128.CD27.AHS0249.pAbO 0.5058312 0.48169938 0.5003968
## IL6 0.5057853 0.49705464 0.5059549
## NRP1 0.5044792 0.47894614 0.5076531
## IL15 0.5043532 0.49100435 0.5072095
## CCR7 0.5042700 0.50316534 0.5042006
## CD14 0.5040721 0.49969332 0.5049900
## IL18RAP 0.5038842 0.44054970 0.5321129
## IL9R 0.5038103 0.46842007 0.5146524
## TNFSF13 0.5036413 0.48950363 0.5048314
## CD1A 0.5036193 0.49775139 0.5051375
## KLRG1 0.5036188 0.48214991 0.5153764
## CTSG 0.5035050 0.50226105 0.5039040
## OAS1 0.5030884 0.42669526 0.5307575
## CX3CR1 0.5030362 0.49817122 0.5026072
## LAG3 0.5026118 0.48216105 0.5008838
## CXCR1 0.5025039 0.50101476 0.5030324
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 0.5022567 0.47449991 0.5008232
## ADGRG3 0.5020207 0.40295967 0.5280636
## TBX21 0.5020151 0.35212885 0.4977063
## CD40.CD40.AHS0117.pAbO 0.5019711 0.49914361 0.5014765
## ADGRE1 0.5019091 0.49971018 0.5022605
## ZAP70 0.5018849 0.48869547 0.5021613
## TGFBI 0.5016583 0.50022766 0.5014488
## IL3RA 0.5013025 0.47311587 0.4938012
## CD34.581.CD34.AHS0061.pAbO 0.5011615 0.42100965 0.5116452
## SLAMF1 0.5011550 0.49892694 0.5006444
## BCL6 0.5011443 0.50020028 0.5007344
## TGFB3 0.5010357 0.49816004 0.5015055
## TNFRSF9 0.5008188 0.48858988 0.5047378
## TNFRSF13C 0.5007781 0.49924701 0.5010988
## CD8B 0.5007445 0.49820339 0.5012644
## DOCK8 0.5007238 0.35731471 0.4512211
## LY86 0.5007189 0.49898097 0.5005458
## IGHM_membrane 0.5006751 0.50008575 0.5007252
## CTLA4 0.5006642 0.49346761 0.5029519
## CD4 0.5006641 0.50031634 0.5006094
## IL5 0.5006406 0.50023537 0.5008072
## AIM2 0.5005902 0.49460566 0.5024202
## IGHM_secreted 0.5005708 0.50033156 0.5006048
## CD79B 0.5004587 0.46477335 0.5004099
## IGHA1_secreted 0.5004388 0.49181455 0.5022289
## CCL2 0.5003872 0.50014810 0.5004187
## VMO1 0.5003636 0.49993495 0.5001583
## BTLA 0.5003459 0.50034594 0.5003459
## MMP9 0.5003285 0.50025885 0.5003459
## CD1C 0.5002937 0.50008498 0.5003459
## TREM1 0.5002132 0.49878576 0.5002263
## CLEC4E 0.5002021 0.50008784 0.5002306
## FOXP3 0.5001983 0.48098289 0.5012014
## PI3 0.5001847 0.50008784 0.5002306
## PDCD1 0.5001831 0.49790906 0.5005820
## CD5 0.5001353 0.49846751 0.5001541
## CXCR2 0.5001213 0.49958614 0.5002635
## ARG1 0.5001153 0.50011531 0.5001153
## CD36 0.5001153 0.50011531 0.5001153
## CNTNAP3 0.5001153 0.50011531 0.5001153
## FLT3 0.5001153 0.50011531 0.5001153
## IGHG1_secreted 0.5001153 0.50011531 0.5001153
## IGHG3_secreted 0.5001153 0.50011531 0.5001153
## RNASE2 0.5001153 0.50011531 0.5001153
## CCR3 0.5001095 0.49551765 0.5015082
## CCR4 0.5000979 0.50002826 0.5001153
## IFNA1 0.5000979 0.50002826 0.5001153
## CD163 0.5000805 0.49994129 0.5001153
## IL12A 0.5000652 0.49960477 0.5001453
## CD24 0.5000588 0.49913367 0.4999846
## S100A9 0.5000558 0.49950893 0.5000544
## IL4 0.5000190 0.49738086 0.5006863
## CD274 0.5000074 0.48668022 0.5056937
## ALAS2 0.5000000 0.50000000 0.5000000
## APOE 0.5000000 0.50000000 0.5000000
## AQP9 0.5000000 0.50000000 0.5000000
## AZU1 0.5000000 0.50000000 0.5000000
## BLK 0.5000000 0.50000000 0.5000000
## BLNK 0.5000000 0.50000000 0.5000000
## BPI 0.5000000 0.50000000 0.5000000
## C1QA 0.5000000 0.50000000 0.5000000
## C1QB 0.5000000 0.50000000 0.5000000
## CCL13 0.5000000 0.50000000 0.5000000
## CCL17 0.5000000 0.50000000 0.5000000
## CCL19 0.5000000 0.50000000 0.5000000
## CCR9 0.5000000 0.50000000 0.5000000
## CD1B 0.5000000 0.50000000 0.5000000
## CD209 0.5000000 0.50000000 0.5000000
## CD22 0.5000000 0.50000000 0.5000000
## CD34 0.5000000 0.50000000 0.5000000
## CEACAM8 0.5000000 0.50000000 0.5000000
## CHI3L1 0.5000000 0.50000000 0.5000000
## CLC 0.5000000 0.50000000 0.5000000
## CLEC10A 0.5000000 0.50000000 0.5000000
## CPA3 0.5000000 0.50000000 0.5000000
## CXCL11 0.5000000 0.50000000 0.5000000
## CXCL13 0.5000000 0.50000000 0.5000000
## CXCL9 0.5000000 0.50000000 0.5000000
## DEFA3 0.5000000 0.50000000 0.5000000
## DEFA4 0.5000000 0.50000000 0.5000000
## EBF1 0.5000000 0.50000000 0.5000000
## ELANE 0.5000000 0.50000000 0.5000000
## F13A1 0.5000000 0.50000000 0.5000000
## FCER1A 0.5000000 0.50000000 0.5000000
## FCER2 0.5000000 0.50000000 0.5000000
## FCN1 0.5000000 0.50000000 0.5000000
## GHR 0.5000000 0.50000000 0.5000000
## IGHD_membrane 0.5000000 0.50000000 0.5000000
## IGHE_secreted 0.5000000 0.50000000 0.5000000
## IGHG1_membrane 0.5000000 0.50000000 0.5000000
## IGHG2_secreted 0.5000000 0.50000000 0.5000000
## IGHG4_secreted 0.5000000 0.50000000 0.5000000
## IGLC3 0.5000000 0.50000000 0.5000000
## IL17A 0.5000000 0.50000000 0.5000000
## IL17F 0.5000000 0.50000000 0.5000000
## IL21 0.5000000 0.50000000 0.5000000
## IL25 0.5000000 0.50000000 0.5000000
## IL31 0.5000000 0.50000000 0.5000000
## IL33 0.5000000 0.50000000 0.5000000
## IL9 0.5000000 0.50000000 0.5000000
## MME 0.5000000 0.50000000 0.5000000
## MMP12 0.5000000 0.50000000 0.5000000
## S100A12 0.5000000 0.50000000 0.5000000
## TCL1A 0.5000000 0.50000000 0.5000000
## TLR8 0.5000000 0.50000000 0.5000000
## TNFRSF17 0.5000000 0.50000000 0.5000000
## VPREB3 0.5000000 0.50000000 0.5000000
## AOC3 0.4999826 0.49991297 0.5000000
## EPX 0.4999714 0.49985714 0.5000000
## IL22 0.4999714 0.49985714 0.5000000
## LRRC32 0.4999714 0.49985714 0.5000000
## CXCL2 0.4999684 0.49984217 0.5000000
## MS4A1 0.4999652 0.49982594 0.5000000
## CD40 0.4999639 0.49919834 0.5000329
## CXCL3 0.4999540 0.49985714 0.5000000
## SPP1 0.4999540 0.49985714 0.5000000
## CD3G 0.4999521 0.49934313 0.4994809
## SLC7A7 0.4999287 0.49937915 0.4997381
## IL1R2 0.4999143 0.49957143 0.5000000
## CR2 0.4999021 0.49968434 0.5000000
## KCNE3 0.4998993 0.49963951 0.5000000
## CD200 0.4998592 0.49837335 0.5002306
## CD79A 0.4998566 0.49902738 0.4997428
## CLEC4D 0.4998541 0.49942857 0.5000000
## CXCL10 0.4998304 0.49939417 0.4999725
## CD28 0.4998253 0.49944112 0.4998021
## CCL22 0.4998193 0.49942857 0.4998422
## MITF 0.4997863 0.49893162 0.5000000
## IL2 0.4997811 0.49871939 0.4998556
## CXCL8 0.4997694 0.49743991 0.4999233
## JCHAIN 0.4997548 0.49893162 0.5000000
## F5 0.4997403 0.49893162 0.4999130
## VSIG4 0.4997397 0.49809289 0.5000877
## THBD 0.4997341 0.49893162 0.5000000
## POU2AF1 0.4997330 0.49532311 0.5009506
## GZMM 0.4996399 0.49915818 0.4996868
## FAM129C 0.4996163 0.49893162 0.4996843
## PAX5 0.4996155 0.49230564 0.5002470
## CXCL1 0.4995726 0.49786325 0.5000000
## IL6R 0.4995415 0.49840129 0.5000283
## CMKLR1 0.4994720 0.49737119 0.4996189
## CD103.ITGAE.AHS0001.pAbO 0.4994638 0.47441072 0.5020861
## LILRB4 0.4994561 0.49740862 0.5000867
## TNFRSF4 0.4994177 0.49349932 0.4990426
## TPSAB1 0.4994056 0.49546260 0.5004587
## CCR10 0.4993169 0.49786325 0.4998259
## B3GAT1 0.4992563 0.49697325 0.4994084
## TLR2 0.4990997 0.49702402 0.4995163
## CXCL16 0.4990034 0.49338051 0.4961642
## TLR9 0.4988874 0.49339755 0.5008158
## CSF3 0.4986766 0.49382136 0.5000878
## CHI3L2 0.4986613 0.49527748 0.4993936
## CMTM2 0.4985611 0.49380263 0.4999955
## IL1B 0.4985426 0.49343743 0.4994994
## CD27 0.4984276 0.49451277 0.4994390
## TCF4 0.4982485 0.47852332 0.5028212
## CD160 0.4979990 0.47067961 0.5084423
## TLR7 0.4979813 0.48965627 0.5000847
## NT5E 0.4979497 0.48988344 0.4998799
## TCF7 0.4978715 0.49397314 0.4989609
## CD4.SK3.CD4.AHS0032.pAbO 0.4978101 0.34018038 0.5340210
## CD72 0.4977722 0.48319478 0.5056394
## BACH2 0.4976862 0.44577201 0.5031138
## CD80 0.4975421 0.45157943 0.4926682
## CD22.CD22.AHS0195.pAbO 0.4972481 0.40968921 0.4987239
## CCL20 0.4969594 0.48318835 0.4999607
## GIMAP5 0.4965683 0.30741604 0.5357760
## PECAM1 0.4964945 0.32017378 0.5006438
## TNFRSF18 0.4964253 0.46293578 0.5017171
## CXCR5 0.4961334 0.47579596 0.4984371
## THBS1 0.4959001 0.47646301 0.5017863
## CD6 0.4956203 0.48169418 0.4999088
## TRAT1 0.4956194 0.42173537 0.5089895
## LTB 0.4953377 0.48581888 0.4980012
## JUNB 0.4952657 0.43339006 0.4978411
## FAM65B 0.4952574 0.46979545 0.4832384
## FYN 0.4950737 0.36046804 0.4561042
## IKZF2 0.4948987 0.46007634 0.5005001
## IGKC 0.4948548 0.45331029 0.5037298
## TNFSF8 0.4943418 0.43684648 0.5136104
## CD3D 0.4941415 0.48705403 0.4936972
## QPCT 0.4940480 0.46245954 0.4939293
## CD102.ICAM2.AHS0155.pAbO 0.4937834 0.31484520 0.5255298
## IL13 0.4936896 0.42779761 0.4970992
## FOSL1 0.4931618 0.43250590 0.5077595
## VEGFA 0.4930959 0.38396323 0.5121148
## NAMPT 0.4925046 0.33097601 0.4957068
## CD28.CD28.2.CD28.AHS0024.pAbO 0.4924004 0.46385508 0.4993214
## TNFRSF1B 0.4923530 0.35172676 0.4855352
## CD3E 0.4922872 0.30912760 0.5287483
## CD86 0.4920563 0.41378136 0.4981808
## IL3 0.4920106 0.46805051 0.5011074
## FOXO1 0.4919220 0.44105434 0.5172525
## TNFRSF25 0.4904590 0.45203051 0.4996878
## IL23R 0.4904141 0.33625843 0.4395594
## CD9 0.4901601 0.42818325 0.4891806
## CD63 0.4899832 0.20829194 0.4788406
## FASLG 0.4899797 0.40020437 0.5192397
## IL1RN 0.4898954 0.45841839 0.5002563
## ZBED2 0.4897170 0.40730805 0.5037482
## ZBTB16 0.4894969 0.42256210 0.5078221
## LIPA 0.4885313 0.35534715 0.5069147
## LTA 0.4884105 0.37911597 0.5135665
## PTGDR2 0.4879952 0.43531569 0.5015794
## CD48 0.4879605 0.37610386 0.4322540
## CCR8 0.4879186 0.40783458 0.5069006
## CD3.SK7.CD3E.AHS0033.pAbO 0.4878883 0.47808154 0.4868180
## CNOT2 0.4874430 0.45574388 0.4842648
## TIAF1 0.4871359 0.40527747 0.4685877
## HAVCR2 0.4869486 0.33585679 0.4782706
## MZB1 0.4869242 0.39078342 0.4985559
## PMCH 0.4868802 0.45424044 0.4901607
## ZNF683 0.4865159 0.39364582 0.5054053
## CD33 0.4862662 0.30155136 0.5327875
## CCR6 0.4860475 0.33175780 0.4841622
## DUSP4 0.4859189 0.31763940 0.4580919
## IL18R1 0.4847000 0.38847046 0.5213867
## IL7R 0.4845973 0.46339383 0.4858602
## STAT6 0.4844846 0.47049879 0.4885083
## IgM.IGHM.AHS0198.pAbO 0.4841883 0.45012142 0.4888840
## RGS1 0.4839841 0.34438876 0.4912069
## VNN2 0.4823206 0.39275903 0.5068333
## NKG7 0.4819963 0.14203392 0.4009563
## CD25.2A3.IL2RA.AHS0026.pAbO 0.4819962 0.35291694 0.4639954
## CD14.MPHIP9.CD14.AHS0037.pAbO 0.4799355 0.44643779 0.4706811
## CX3CR1.CX3CR1.AHS0125.pAbO 0.4798510 0.43640920 0.4787461
## BCL2A1 0.4798173 0.26976443 0.5529469
## CXCR6 0.4798023 0.41206526 0.4721685
## CD7 0.4789132 0.37506110 0.4811322
## RORC 0.4784280 0.39132230 0.4999612
## CBLB 0.4783116 0.42078549 0.4647667
## IgG.IGHG1_2_3_4.AHS0059.pAbO 0.4776288 0.26157395 0.5097791
## CD335.NCR1.AHS0068.pAbO 0.4776269 0.31345816 0.4645376
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.4771626 0.39455552 0.4782207
## CCR7.CCR7.AHS0273.pAbO 0.4770581 0.42459399 0.4868348
## TNFRSF8 0.4767036 0.34227211 0.5121087
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 0.4764521 0.31040151 0.5139236
## CTSD 0.4759770 0.41294967 0.4672783
## CD45RO.PTPRC.AHS0036.pAbO 0.4751091 0.39877806 0.4619094
## CD40LG 0.4747541 0.37041505 0.4967414
## CD279.EH12.1.PDCD1.AHS0014.pAbO 0.4747222 0.39019014 0.4739086
## FYB 0.4741234 0.33699123 0.5121796
## TSPAN32 0.4729425 0.44992061 0.4759312
## BIN2 0.4727724 0.35173973 0.4082104
## IRF8 0.4727529 0.30542953 0.4320462
## LCK 0.4723676 0.32945497 0.3907642
## DUSP1 0.4720129 0.39850801 0.4991773
## LIF 0.4719116 0.30420678 0.4327360
## CASP5 0.4692349 0.32075377 0.4584510
## PTPRC 0.4672520 0.32104282 0.4550114
## TNFSF14 0.4644580 0.40071672 0.4872300
## ITGAX 0.4641761 0.16794523 0.4893842
## SEMA7A 0.4637474 0.34715857 0.4978608
## MYC 0.4625607 0.25817406 0.4262984
## PIK3AP1 0.4595893 0.36723358 0.4526857
## SPOCK2 0.4595183 0.30454372 0.5005879
## TGFB1 0.4588893 0.40240585 0.4540167
## TRIB2 0.4584066 0.29963735 0.5004617
## IER3 0.4575240 0.20786802 0.4689898
## KIT 0.4560930 0.15976091 0.5813734
## FOSB 0.4556256 0.36523122 0.4860056
## CCL1 0.4556204 0.27736001 0.5081028
## CCL3 0.4524256 0.19389882 0.4606071
## LGALS3 0.4491150 0.21068790 0.5063596
## CD95.FAS.AHS0023.pAbO 0.4472224 0.31552230 0.4552310
## CD300A 0.4468872 0.19503714 0.5232948
## BCL2 0.4467138 0.32649898 0.3994955
## TNF 0.4460508 0.22795628 0.4262911
## TXK 0.4460143 0.23442869 0.4703046
## IFNG 0.4456799 0.25280624 0.4997094
## IL4R 0.4453619 0.34361328 0.3889650
## CD152.CTLA4.AHS0017.pAbO 0.4450784 0.26272491 0.5056324
## IL32 0.4432823 0.13004571 0.4459895
## IL2RB 0.4429964 0.16068814 0.4565360
## GLG1 0.4428295 0.29522562 0.4422124
## PRDM1 0.4426370 0.34202892 0.4827791
## XCL1 0.4416065 0.17512105 0.5106129
## BIRC3 0.4407763 0.29567083 0.3940406
## C10orf54 0.4381261 0.36941808 0.4330444
## STAT3 0.4372521 0.37296156 0.4440142
## CD39.ENTPD1.AHS0006.pAbO 0.4348643 0.19474037 0.4370259
## CD226.CD226.AHS0079.pAbO 0.4346350 0.29494325 0.3620768
## LAMP1 0.4345608 0.29701066 0.3781388
## CCL4 0.4342242 0.11587928 0.4859374
## EGR1 0.4331112 0.32023030 0.3980011
## EGR3 0.4298463 0.14867136 0.5046756
## FCER1G 0.4263150 0.21679216 0.4186687
## SELPLG 0.4260788 0.16346810 0.3637764
## IL2RA 0.4243839 0.30406564 0.3784658
## ITK 0.4239003 0.37295467 0.4262508
## ICAM1 0.4184259 0.20654988 0.4790945
## PRF1 0.4172359 0.20533134 0.3535394
## CD161.DX12.KLRB1.AHS0002.pAbO 0.4163089 0.25786498 0.3999370
## CD44 0.4155417 0.33300784 0.4475699
## CCL5 0.4146615 0.05861748 0.5539600
## CD69 0.4115377 0.32696808 0.3607921
## DUSP2 0.4083160 0.17701529 0.4313996
## PIK3IP1 0.3987234 0.09395307 0.4369898
## CD69.CD69.AHS0010.pAbO 0.3873642 0.30314806 0.3217827
## CSF2 0.3859621 0.06415669 0.4304651
## CD52 0.3857999 0.08844385 0.5090156
## CCND2 0.3843606 0.28100779 0.3429674
## CD37 0.3698803 0.14748518 0.3268780
## BTG1 0.3416793 0.12527525 0.3817129
## KLRB1 0.2978296 0.12028027 0.3116680
## max.AUC rank.AUC
## TYMS 0.9667552 1
## KIAA0101 0.9638865 1
## HMGB2 0.9400604 1
## TOP2A 0.9140907 4
## TK1 0.9297345 3
## AURKB 0.8760082 6
## UBE2C 0.8688336 7
## PCNA 0.8780027 6
## HMMR 0.8023322 10
## CCNB1 0.8107717 9
## MKI67 0.7873563 11
## MCM4 0.8002963 13
## MCM2 0.7952264 14
## GAPDH 0.8624160 9
## PTTG2 0.7482181 17
## TRDC 0.7708125 17
## PDIA6 0.7722890 16
## ANXA5 0.7571297 13
## HLA.DRA 0.7776073 15
## ITGAE 0.7275862 26
## CD74 0.8064322 17
## HLA.DPA1 0.7931211 19
## S100A10 0.7842474 14
## Tim3.HAVCR2.AHS0016.pAbO 0.7783211 16
## HLA.DPB1 0.7406677 22
## KLRC1 0.7711256 28
## TMEM97 0.7241240 19
## DPP4 0.7003278 42
## RPN2 0.7493843 23
## PYCR1 0.6615100 29
## HLA.DRB3 0.7158297 29
## CD94.KLRD1.AHS0085.pAbO 0.9341263 2
## CASP3 0.7611157 20
## LAP3 0.7049244 32
## PDIA4 0.6752895 37
## PASK 0.6136739 46
## CD314.KLRK1.AHS0065.pAbO 0.7673192 12
## GZMA 0.8217488 10
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 0.7810499 22
## HLA.DMA 0.6809360 53
## NCR3 0.7403175 28
## CD38 0.6485816 51
## HLA.DQA1 0.7267518 19
## BAX 0.7837075 15
## KLRK1 0.7537978 22
## HLA.DQB1 0.7037752 28
## CXCR4 0.8403750 6
## ADA 0.6557052 53
## HLA.DMB 0.7253455 40
## KLRF1 0.8611796 9
## TARP_refseq 0.6069679 49
## CD38.HIT2.CD38.AHS0022.pAbO 0.8446015 12
## IFITM2 0.7096345 21
## FBXO22 0.5967084 54
## GNAI2 0.7093104 36
## CD7.CD7.AHS0043.pAbO 0.7180902 21
## FAS 0.5871519 60
## ITGB2 0.9295695 3
## CXCR3 0.7764844 25
## YBX3 0.6263643 71
## CD18.ITGB2.AHS0091.pAbO 0.9421727 1
## APOBEC3G 0.7825732 20
## HLA.C 0.8184840 9
## CCR1 0.6434463 52
## TNFSF10 0.6905780 35
## IL12RB2 0.7716452 27
## GNLY 0.6406478 39
## XBP1 0.6274333 61
## CD8.SK1.CD8A.AHS0228.pAbO 0.7178844 43
## IFITM3 0.7055628 22
## CST7 0.8131663 16
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.7123028 20
## GZMH 0.7382585 35
## CD70 0.7014619 25
## LGALS1 0.6603558 30
## LYN 0.6746672 63
## ATF6B 0.6414071 75
## GIMAP2 0.7128250 35
## CD8A 0.7152618 46
## CD2.CD2.AHS0029.pAbO 0.7264208 39
## GZMK 0.9011304 6
## KDELR1 0.5542387 84
## NINJ2 0.6534113 60
## CD19.SJ25C1.CD19.AHS0030.pAbO 0.6532247 61
## CD2 0.7322102 37
## FN1 0.6211039 41
## CD45RA.HI100.PTPRC.AHS0009.pAbO 0.6781853 25
## GAB2 0.5668266 82
## EOMES 0.5864308 91
## FTH1 0.5607461 79
## STAT1 0.6246477 44
## LAT2 0.7001939 31
## RUNX3 0.7337481 31
## BCL11B 0.5890229 87
## GZMB 0.6878982 28
## CXCL5 0.5959912 88
## S1PR1 0.5449277 110
## CLEC2D 0.5519385 80
## KLRC3 0.6226348 72
## ITGA4 0.6074479 96
## KIR2DL1 0.7760698 26
## CD26.DPP4.AHS0109.pAbO 0.6711347 27
## FOXP1 0.5471517 90
## TRBC2 0.7460347 25
## HLA.A 0.7877264 13
## LEF1 0.6193819 68
## CD81.CD81.AHS0021.pAbO 0.7470683 16
## IKZF1 0.6838394 40
## FCGR3A 0.8347400 15
## CCR5 0.6464413 78
## CD215.IL15RA.AHS0212.pAbO 0.6407801 38
## IL1RL1 0.5455501 108
## LAT 0.6569952 73
## FUT4 0.5256286 121
## CD33.WM53.CD33.AHS0044.pAbO 0.6688316 27
## ENTPD1 0.6070698 76
## CD244 0.6663614 68
## CD5.UCHT2.CD5.AHS0047.pAbO 0.5593730 79
## ARL4C 0.7599025 21
## RORA 0.5530697 103
## TIGIT 0.7191809 41
## NCAM1 0.5461738 92
## ITGAM 0.6024519 97
## CD127.IL7R.AHS0028.pAbO 0.6052577 49
## VPS28 0.6797622 57
## IL15RA 0.5620280 77
## LGALS9 0.5570505 96
## ICOS 0.5531936 90
## SLC25A37 0.5184962 140
## RNASE6 0.5226739 129
## IGBP1 0.6006706 111
## SELL 0.5320525 109
## IRF4 0.5846832 67
## JUN 0.5456844 89
## GIMAP7 0.5346880 130
## CTSW 0.7424782 27
## STAT4 0.6325124 86
## PSEN1 0.5428582 132
## SNCA 0.5232399 131
## CD1D.CD1D.AHS0219.pAbO 0.5894407 57
## IL18 0.5502333 87
## IFNGR1 0.6035556 107
## KLRC4 0.5327496 117
## STAT5A 0.5465639 95
## IER5 0.5109765 148
## ITGAL 0.6753776 61
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 0.6930067 50
## CD247 0.7466387 31
## LAIR2 0.5636595 86
## FOXO3 0.5323112 166
## TRAC 0.6441698 36
## LAMP3 0.5106534 145
## TNFSF13B 0.5201594 130
## MGST1 0.5262616 113
## IL12RB1 0.5586446 80
## GATA3 0.5129786 145
## CCR2 0.5525535 103
## CD27.L128.CD27.AHS0249.pAbO 0.5342053 110
## IL6 0.5116428 142
## NRP1 0.5171453 138
## IL15 0.5132074 142
## CCR7 0.5050322 168
## CD14 0.5056490 166
## IL18RAP 0.5627265 102
## IL9R 0.5147399 133
## TNFSF13 0.5136632 164
## CD1A 0.5062269 163
## KLRG1 0.5173806 131
## CTSG 0.5042666 168
## OAS1 0.5411419 100
## CX3CR1 0.5061502 165
## LAG3 0.5173562 135
## CXCR1 0.5034594 173
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 0.5200140 128
## ADGRG3 0.5856606 110
## TBX21 0.6785620 51
## CD40.CD40.AHS0117.pAbO 0.5046523 171
## ADGRE1 0.5036900 172
## ZAP70 0.5111126 159
## TGFBI 0.5035389 182
## IL3RA 0.5294245 107
## CD34.581.CD34.AHS0061.pAbO 0.5514919 86
## SLAMF1 0.5037894 176
## BCL6 0.5036880 181
## TGFB3 0.5029669 175
## TNFRSF9 0.5076107 157
## TNFRSF13C 0.5012967 189
## CD8B 0.5031135 174
## DOCK8 0.7339069 30
## LY86 0.5029619 176
## IGHM_membrane 0.5011531 194
## CTLA4 0.5071336 159
## CD4 0.5010378 189
## IL5 0.5008072 192
## AIM2 0.5077142 158
## IGHM_secreted 0.5006919 196
## CD79B 0.5259655 122
## IGHA1_secreted 0.5078668 170
## CCL2 0.5005766 199
## VMO1 0.5009938 206
## BTLA 0.5003459 203
## MMP9 0.5003459 203
## CD1C 0.5003459 203
## TREM1 0.5009225 201
## CLEC4E 0.5002306 208
## FOXP3 0.5115760 146
## PI3 0.5002306 208
## PDCD1 0.5011531 186
## CD5 0.5011531 186
## CXCR2 0.5006919 196
## ARG1 0.5001153 214
## CD36 0.5001153 214
## CNTNAP3 0.5001153 214
## FLT3 0.5001153 214
## IGHG1_secreted 0.5001153 214
## IGHG3_secreted 0.5001153 214
## RNASE2 0.5001153 214
## CCR3 0.5030247 180
## CCR4 0.5001153 214
## IFNA1 0.5001153 214
## CD163 0.5001153 214
## IL12A 0.5004613 201
## CD24 0.5009523 200
## S100A9 0.5005766 213
## IL4 0.5013838 185
## CD274 0.5098912 153
## ALAS2 0.5000000 228
## APOE 0.5000000 228
## AQP9 0.5000000 228
## AZU1 0.5000000 228
## BLK 0.5000000 228
## BLNK 0.5000000 228
## BPI 0.5000000 228
## C1QA 0.5000000 228
## C1QB 0.5000000 228
## CCL13 0.5000000 228
## CCL17 0.5000000 228
## CCL19 0.5000000 228
## CCR9 0.5000000 228
## CD1B 0.5000000 228
## CD209 0.5000000 228
## CD22 0.5000000 228
## CD34 0.5000000 228
## CEACAM8 0.5000000 228
## CHI3L1 0.5000000 228
## CLC 0.5000000 228
## CLEC10A 0.5000000 228
## CPA3 0.5000000 228
## CXCL11 0.5000000 228
## CXCL13 0.5000000 228
## CXCL9 0.5000000 228
## DEFA3 0.5000000 228
## DEFA4 0.5000000 228
## EBF1 0.5000000 228
## ELANE 0.5000000 228
## F13A1 0.5000000 228
## FCER1A 0.5000000 228
## FCER2 0.5000000 228
## FCN1 0.5000000 228
## GHR 0.5000000 228
## IGHD_membrane 0.5000000 228
## IGHE_secreted 0.5000000 228
## IGHG1_membrane 0.5000000 228
## IGHG2_secreted 0.5000000 228
## IGHG4_secreted 0.5000000 228
## IGLC3 0.5000000 228
## IL17A 0.5000000 228
## IL17F 0.5000000 228
## IL21 0.5000000 228
## IL25 0.5000000 228
## IL31 0.5000000 228
## IL33 0.5000000 228
## IL9 0.5000000 228
## MME 0.5000000 228
## MMP12 0.5000000 228
## S100A12 0.5000000 228
## TCL1A 0.5000000 228
## TLR8 0.5000000 228
## TNFRSF17 0.5000000 228
## VPREB3 0.5000000 228
## AOC3 0.5000000 228
## EPX 0.5000000 228
## IL22 0.5000000 228
## LRRC32 0.5000000 228
## CXCL2 0.5000000 228
## MS4A1 0.5000000 228
## CD40 0.5004613 201
## CXCL3 0.5000000 228
## SPP1 0.5000000 228
## CD3G 0.5009225 191
## SLC7A7 0.5004912 214
## IL1R2 0.5000000 228
## CR2 0.5000000 228
## KCNE3 0.5000000 228
## CD200 0.5002306 208
## CD79A 0.5007397 195
## CLEC4D 0.5000000 228
## CXCL10 0.5001153 214
## CD28 0.5002306 208
## CCL22 0.5000000 228
## MITF 0.5000000 236
## IL2 0.5005766 199
## CXCL8 0.5015554 188
## JCHAIN 0.5000000 236
## F5 0.5000000 242
## VSIG4 0.5002306 223
## THBD 0.5000000 242
## POU2AF1 0.5010378 189
## GZMM 0.5001153 214
## FAM129C 0.5000000 278
## PAX5 0.5052688 166
## CXCL1 0.5000000 236
## IL6R 0.5001153 231
## CMKLR1 0.5005766 209
## CD103.ITGAE.AHS0001.pAbO 0.5241132 128
## LILRB4 0.5008370 204
## TNFRSF4 0.5045304 173
## TPSAB1 0.5008072 205
## CCR10 0.5000000 246
## B3GAT1 0.5026212 178
## TLR2 0.4999148 311
## CXCL16 0.5065498 162
## TLR9 0.5015986 198
## CSF3 0.5002306 223
## CHI3L2 0.5005212 249
## CMTM2 0.5017480 192
## IL1B 0.5011531 204
## CD27 0.5011531 186
## TCF4 0.5041481 176
## CD160 0.5167027 127
## TLR7 0.5003459 217
## NT5E 0.5005766 213
## TCF7 0.5018144 197
## CD4.SK3.CD4.AHS0032.pAbO 0.6264371 42
## CD72 0.5087431 154
## BACH2 0.5260751 120
## CD80 0.5386360 100
## CD22.CD22.AHS0195.pAbO 0.5684980 73
## CCL20 0.5010356 192
## GIMAP5 0.6560921 65
## PECAM1 0.6202726 42
## TNFRSF18 0.5101651 154
## CXCR5 0.5045257 174
## THBS1 0.5096779 169
## CD6 0.5080276 155
## TRAT1 0.5589197 73
## LTB 0.4995129 326
## JUNB 0.5351473 100
## FAM65B 0.5344073 160
## FYN 0.6430779 66
## IKZF2 0.5092345 154
## IGKC 0.5107080 144
## TNFSF8 0.5232892 127
## CD3D 0.5040081 173
## QPCT 0.5227895 128
## CD102.ICAM2.AHS0155.pAbO 0.5913944 59
## IL13 0.5245695 116
## FOSL1 0.5260906 119
## VEGFA 0.5870837 89
## NAMPT 0.6080092 51
## CD28.CD28.2.CD28.AHS0024.pAbO 0.5095778 171
## TNFRSF1B 0.5964490 63
## CD3E 0.7015755 41
## CD86 0.5294177 106
## IL3 0.5028160 184
## FOXO1 0.5206421 121
## TNFRSF25 0.5009200 197
## IL23R 0.6725289 64
## CD9 0.5283737 111
## CD63 0.7614822 19
## FASLG 0.6062376 79
## IL1RN 0.5113047 146
## ZBED2 0.5280211 113
## ZBTB16 0.5406576 112
## LIPA 0.6090428 97
## LTA 0.5856857 93
## PTGDR2 0.5033616 175
## CD48 0.6652986 69
## CCR8 0.5170593 139
## CD3.SK7.CD3E.AHS0033.pAbO 0.4970469 347
## CNOT2 0.5364210 160
## TIAF1 0.5793122 126
## HAVCR2 0.6698964 55
## MZB1 0.5908885 60
## PMCH 0.5091330 150
## ZNF683 0.5329117 106
## CD33 0.5803574 69
## CCR6 0.6220505 64
## DUSP4 0.6080196 60
## IL18R1 0.5580038 101
## IL7R 0.5071730 158
## STAT6 0.4913299 352
## IgM.IGHM.AHS0198.pAbO 0.5117563 162
## RGS1 0.6467078 35
## VNN2 0.5643089 136
## NKG7 0.9073033 4
## CD25.2A3.IL2RA.AHS0026.pAbO 0.5987717 55
## CD14.MPHIP9.CD14.AHS0037.pAbO 0.5146018 134
## CX3CR1.CX3CR1.AHS0125.pAbO 0.5040831 189
## BCL2A1 0.6225681 73
## CXCR6 0.5366317 138
## CD7 0.5797720 124
## RORC 0.5055469 178
## CBLB 0.5259804 133
## IgG.IGHG1_2_3_4.AHS0059.pAbO 0.6690932 48
## CD335.NCR1.AHS0068.pAbO 0.6970790 46
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.5367466 107
## CCR7.CCR7.AHS0273.pAbO 0.4984057 351
## TNFRSF8 0.5648490 74
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 0.5591653 81
## CTSD 0.5550718 143
## CD45RO.PTPRC.AHS0036.pAbO 0.5523197 79
## CD40LG 0.5192634 132
## CD279.EH12.1.PDCD1.AHS0014.pAbO 0.5430233 91
## FYB 0.5753479 127
## TSPAN32 0.4925965 362
## BIN2 0.6987851 44
## IRF8 0.6918945 51
## LCK 0.6590328 71
## DUSP1 0.5367711 158
## LIF 0.6447283 32
## CASP5 0.6466878 79
## PTPRC 0.6955044 48
## TNFSF14 0.5167084 125
## ITGAX 0.6265794 42
## SEMA7A 0.5446242 105
## MYC 0.6451430 31
## PIK3AP1 0.5564358 142
## SPOCK2 0.5746359 95
## TGFB1 0.5230481 177
## TRIB2 0.5836659 63
## IER3 0.6168324 44
## KIT 0.6347100 41
## FOSB 0.5033847 183
## CCL1 0.5273444 111
## CCL3 0.7820663 21
## LGALS3 0.5155622 162
## CD95.FAS.AHS0023.pAbO 0.5473118 87
## CD300A 0.5798234 94
## BCL2 0.5949694 113
## TNF 0.6441012 33
## TXK 0.6967594 47
## IFNG 0.5249510 115
## IL4R 0.6184078 94
## CD152.CTLA4.AHS0017.pAbO 0.5313403 107
## IL32 0.6043042 57
## IL2RB 0.6537107 77
## GLG1 0.5590481 138
## PRDM1 0.4939931 340
## XCL1 0.6070196 48
## BIRC3 0.6564917 30
## C10orf54 0.4962896 351
## STAT3 0.5281725 170
## CD39.ENTPD1.AHS0006.pAbO 0.5996826 54
## CD226.CD226.AHS0079.pAbO 0.5929985 59
## LAMP1 0.6843260 54
## CCL4 0.7947949 18
## EGR1 0.5631926 76
## EGR3 0.5844616 68
## FCER1G 0.6473181 78
## SELPLG 0.7961137 12
## IL2RA 0.6305698 41
## ITK 0.4948122 345
## ICAM1 0.5366477 96
## PRF1 0.6855710 53
## CD161.DX12.KLRB1.AHS0002.pAbO 0.5476895 86
## CD44 0.4545747 392
## CCL5 0.6935658 49
## CD69 0.5575819 74
## DUSP2 0.6524557 62
## PIK3IP1 0.6305096 88
## CD69.CD69.AHS0010.pAbO 0.6347530 39
## CSF2 0.5555823 85
## CD52 0.5340918 111
## CCND2 0.6131527 98
## CD37 0.6352872 85
## BTG1 0.4805582 412
## KLRB1 0.5499432 150
## mean.logFC.detected
## TYMS 7.628003e-01
## KIAA0101 1.454618e+00
## HMGB2 7.940976e-01
## TOP2A 1.545158e+00
## TK1 1.804998e+00
## AURKB 1.824556e+00
## UBE2C 2.198236e+00
## PCNA 3.972032e-01
## HMMR 2.767491e+00
## CCNB1 2.064189e+00
## MKI67 2.909425e+00
## MCM4 1.034373e+00
## MCM2 8.454051e-01
## GAPDH 3.203427e-17
## PTTG2 1.659298e+00
## TRDC 9.983912e-02
## PDIA6 1.107468e-01
## ANXA5 1.270812e-01
## HLA.DRA 7.518645e-01
## ITGAE 6.618173e-01
## CD74 1.289403e-02
## HLA.DPA1 3.580410e-01
## S100A10 2.224788e-02
## Tim3.HAVCR2.AHS0016.pAbO 6.158786e-04
## HLA.DPB1 7.398757e-01
## KLRC1 3.718307e-02
## TMEM97 1.083504e+00
## DPP4 5.482978e-01
## RPN2 6.804334e-02
## PYCR1 1.759562e+00
## HLA.DRB3 9.141540e-01
## CD94.KLRD1.AHS0085.pAbO 3.432435e-03
## CASP3 1.591267e-01
## LAP3 1.793246e-01
## PDIA4 3.799801e-01
## PASK 1.150091e+00
## CD314.KLRK1.AHS0065.pAbO 9.722659e-04
## GZMA 9.803106e-04
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 3.879544e-02
## HLA.DMA 4.278868e-01
## NCR3 1.168455e-01
## CD38 1.334193e+00
## HLA.DQA1 4.155981e-01
## BAX 7.989904e-02
## KLRK1 5.986159e-02
## HLA.DQB1 7.637792e-01
## CXCR4 2.770134e-01
## ADA 2.963528e-01
## HLA.DMB 6.099339e-01
## KLRF1 3.947365e-01
## TARP_refseq 1.813484e-01
## CD38.HIT2.CD38.AHS0022.pAbO 1.979584e-03
## IFITM2 8.910472e-02
## FBXO22 7.293106e-01
## GNAI2 1.771653e-01
## CD7.CD7.AHS0043.pAbO 3.203427e-17
## FAS 4.473701e-01
## ITGB2 1.187396e-01
## CXCR3 1.214347e-01
## YBX3 7.179849e-01
## CD18.ITGB2.AHS0091.pAbO 6.158786e-04
## APOBEC3G 1.133259e-02
## HLA.C 3.203427e-17
## CCR1 5.094907e-01
## TNFSF10 1.318320e-02
## IL12RB2 5.694830e-01
## GNLY 3.203427e-17
## XBP1 3.785491e-02
## CD8.SK1.CD8A.AHS0228.pAbO 1.810650e-02
## IFITM3 1.860230e-01
## CST7 3.878638e-02
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 3.203427e-17
## GZMH 4.807833e-01
## CD70 2.937992e-01
## LGALS1 1.734928e-04
## LYN 1.726251e-01
## ATF6B 2.878332e-01
## GIMAP2 3.716260e-01
## CD8A 2.792407e-01
## CD2.CD2.AHS0029.pAbO 6.158786e-04
## GZMK 2.888781e-01
## KDELR1 8.356759e-01
## NINJ2 2.736526e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO 1.319384e-01
## CD2 5.219393e-02
## FN1 6.566846e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO 2.711111e-02
## GAB2 4.223194e-01
## EOMES 9.327905e-01
## FTH1 7.233373e-01
## STAT1 3.378119e-01
## LAT2 1.274404e-01
## RUNX3 9.020403e-03
## BCL11B 8.517513e-01
## GZMB 2.609669e-03
## CXCL5 2.500654e-01
## S1PR1 8.297857e-01
## CLEC2D 7.285709e-01
## KLRC3 2.884022e-01
## ITGA4 3.184533e-01
## KIR2DL1 2.160225e-01
## CD26.DPP4.AHS0109.pAbO 3.203427e-17
## FOXP1 4.944851e-01
## TRBC2 -1.333977e-03
## HLA.A 3.203427e-17
## LEF1 3.321343e-01
## CD81.CD81.AHS0021.pAbO 3.203427e-17
## IKZF1 1.696064e-01
## FCGR3A 1.639262e-01
## CCR5 2.325809e-01
## CD215.IL15RA.AHS0212.pAbO -2.416825e-03
## IL1RL1 1.150847e+00
## LAT 2.188674e-01
## FUT4 5.790703e-01
## CD33.WM53.CD33.AHS0044.pAbO 6.073908e-02
## ENTPD1 1.812719e-01
## CD244 1.643417e-01
## CD5.UCHT2.CD5.AHS0047.pAbO 1.092547e-01
## ARL4C 1.068187e-01
## RORA 5.514846e-01
## TIGIT 3.296607e-01
## NCAM1 3.393716e-01
## ITGAM 1.635617e-01
## CD127.IL7R.AHS0028.pAbO 1.440518e-02
## VPS28 1.174073e-01
## IL15RA 2.609879e-01
## LGALS9 2.945228e-01
## ICOS 2.475778e-01
## SLC25A37 1.281100e+00
## RNASE6 1.073721e+00
## IGBP1 1.793603e-01
## SELL 7.963102e-01
## IRF4 4.651630e-01
## JUN 2.095622e-01
## GIMAP7 7.494555e-01
## CTSW 1.821585e-04
## STAT4 7.488288e-02
## PSEN1 2.319543e-01
## SNCA 7.328551e-01
## CD1D.CD1D.AHS0219.pAbO 1.828781e-02
## IL18 3.380474e-01
## IFNGR1 1.705631e-01
## KLRC4 3.481660e-01
## STAT5A 2.031297e-01
## IER5 6.185995e-01
## ITGAL 8.216207e-02
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 1.574405e-02
## CD247 2.070888e-01
## LAIR2 2.233943e-01
## FOXO3 2.066649e-01
## TRAC 2.078023e-01
## LAMP3 9.611120e-01
## TNFSF13B 3.437630e-01
## MGST1 9.153371e-01
## IL12RB1 2.073915e-01
## GATA3 4.791425e-01
## CCR2 3.572968e-01
## CD27.L128.CD27.AHS0249.pAbO 1.298255e-01
## IL6 7.768633e-01
## NRP1 5.810733e-01
## IL15 1.632115e-01
## CCR7 1.538821e+00
## CD14 1.062625e+00
## IL18RAP 1.279998e-01
## IL9R 4.097471e-01
## TNFSF13 1.640423e-01
## CD1A 1.777685e+00
## KLRG1 6.416494e-01
## CTSG 2.297347e+00
## OAS1 2.174256e-01
## CX3CR1 3.173899e-01
## LAG3 8.164134e-01
## CXCR1 1.889850e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 9.393029e-02
## ADGRG3 1.310719e-01
## TBX21 1.680164e-01
## CD40.CD40.AHS0117.pAbO 8.722133e-02
## ADGRE1 1.170402e+00
## ZAP70 1.312423e-01
## TGFBI 5.193886e-01
## IL3RA 2.114553e-01
## CD34.581.CD34.AHS0061.pAbO 3.899077e-02
## SLAMF1 8.716506e-01
## BCL6 2.600509e-01
## TGFB3 5.100736e-01
## TNFRSF9 1.542987e+00
## TNFRSF13C 1.579629e+00
## CD8B 5.449464e-01
## DOCK8 4.738310e-02
## LY86 3.239480e-01
## IGHM_membrane 1.381758e+00
## CTLA4 5.154620e-01
## CD4 1.101399e+00
## IL5 1.364901e+00
## AIM2 2.426650e-01
## IGHM_secreted 1.447488e+00
## CD79B 4.238380e-01
## IGHA1_secreted 3.319596e-01
## CCL2 1.027247e+00
## VMO1 2.779687e-01
## BTLA 1.364870e+00
## MMP9 1.202618e+00
## CD1C 1.023521e+00
## TREM1 9.176167e-01
## CLEC4E 8.532604e-01
## FOXP3 3.106748e-01
## PI3 6.910084e-01
## PDCD1 7.117351e-01
## CD5 2.642210e-01
## CXCR2 1.662268e-01
## ARG1 6.386652e-01
## CD36 6.386652e-01
## CNTNAP3 6.386652e-01
## FLT3 6.386652e-01
## IGHG1_secreted 6.386652e-01
## IGHG3_secreted 6.386652e-01
## RNASE2 6.386652e-01
## CCR3 3.066493e-01
## CCR4 4.764132e-01
## IFNA1 4.764132e-01
## CD163 3.731868e-01
## IL12A 2.583803e-01
## CD24 2.921876e-01
## S100A9 3.724007e-01
## IL4 4.072539e-01
## CD274 2.171827e-01
## ALAS2 1.972152e-32
## APOE 1.972152e-32
## AQP9 1.972152e-32
## AZU1 1.972152e-32
## BLK 1.972152e-32
## BLNK 1.972152e-32
## BPI 1.972152e-32
## C1QA 1.972152e-32
## C1QB 1.972152e-32
## CCL13 1.972152e-32
## CCL17 1.972152e-32
## CCL19 1.972152e-32
## CCR9 1.972152e-32
## CD1B 1.972152e-32
## CD209 1.972152e-32
## CD22 1.972152e-32
## CD34 1.972152e-32
## CEACAM8 1.972152e-32
## CHI3L1 1.972152e-32
## CLC 1.972152e-32
## CLEC10A 1.972152e-32
## CPA3 1.972152e-32
## CXCL11 1.972152e-32
## CXCL13 1.972152e-32
## CXCL9 1.972152e-32
## DEFA3 1.972152e-32
## DEFA4 1.972152e-32
## EBF1 1.972152e-32
## ELANE 1.972152e-32
## F13A1 1.972152e-32
## FCER1A 1.972152e-32
## FCER2 1.972152e-32
## FCN1 1.972152e-32
## GHR 1.972152e-32
## IGHD_membrane 1.972152e-32
## IGHE_secreted 1.972152e-32
## IGHG1_membrane 1.972152e-32
## IGHG2_secreted 1.972152e-32
## IGHG4_secreted 1.972152e-32
## IGLC3 1.972152e-32
## IL17A 1.972152e-32
## IL17F 1.972152e-32
## IL21 1.972152e-32
## IL25 1.972152e-32
## IL31 1.972152e-32
## IL33 1.972152e-32
## IL9 1.972152e-32
## MME 1.972152e-32
## MMP12 1.972152e-32
## S100A12 1.972152e-32
## TCL1A 1.972152e-32
## TLR8 1.972152e-32
## TNFRSF17 1.972152e-32
## VPREB3 1.972152e-32
## AOC3 -1.622520e-01
## EPX -2.000000e-01
## IL22 -2.000000e-01
## LRRC32 -2.000000e-01
## CXCL2 -2.000000e-01
## MS4A1 -2.654784e-01
## CD40 -6.891931e-02
## CXCL3 -3.622520e-01
## SPP1 -3.622520e-01
## CD3G 1.000196e-01
## SLC7A7 5.538224e-02
## IL1R2 -4.000000e-01
## CR2 -5.824709e-01
## KCNE3 -4.000000e-01
## CD200 2.917894e-01
## CD79A -4.770585e-02
## CLEC4D -6.643856e-01
## CXCL10 -4.405793e-01
## CD28 -3.429766e-01
## CCL22 -9.298641e-01
## MITF -2.000000e-01
## IL2 -2.985088e-01
## CXCL8 5.531105e-01
## JCHAIN -4.000000e-01
## F5 -5.622520e-01
## VSIG4 2.707894e-01
## THBD -5.413485e-01
## POU2AF1 8.942746e-01
## GZMM -1.069234e+00
## FAM129C -9.824709e-01
## PAX5 5.255017e-01
## CXCL1 -3.169925e-01
## IL6R -4.636747e-01
## CMKLR1 -1.626644e-02
## CD103.ITGAE.AHS0001.pAbO 7.459155e-02
## LILRB4 -5.747052e-02
## TNFRSF4 6.913253e-02
## TPSAB1 3.352844e-01
## CCR10 -1.182471e+00
## B3GAT1 -1.369441e-01
## TLR2 -1.060748e+00
## CXCL16 3.789071e-02
## TLR9 8.559520e-02
## CSF3 -4.145844e-01
## CHI3L2 -2.103256e-01
## CMTM2 -1.551036e-01
## IL1B -1.798902e-01
## CD27 -7.027170e-01
## TCF4 1.130801e-01
## CD160 6.171085e-01
## TLR7 -3.853578e-01
## NT5E -4.365488e-01
## TCF7 -4.623312e-01
## CD4.SK3.CD4.AHS0032.pAbO 1.370796e-01
## CD72 3.079256e-02
## BACH2 9.194108e-02
## CD80 1.008792e-01
## CD22.CD22.AHS0195.pAbO 1.658352e-02
## CCL20 -1.052482e-01
## GIMAP5 2.365358e-01
## PECAM1 3.213404e-01
## TNFRSF18 1.220847e-01
## CXCR5 5.830540e-01
## THBS1 -3.635004e-02
## CD6 4.441198e-02
## TRAT1 2.368339e-01
## LTB -2.700919e-01
## JUNB 1.135868e-01
## FAM65B 5.133048e-02
## FYN 2.738065e-02
## IKZF2 -4.464542e-02
## IGKC 3.188418e-01
## TNFSF8 1.018283e-01
## CD3D -2.923678e-01
## QPCT -2.371600e-02
## CD102.ICAM2.AHS0155.pAbO 1.322248e-02
## IL13 1.605997e-01
## FOSL1 2.107891e-01
## VEGFA 1.458921e-01
## NAMPT 2.276661e-01
## CD28.CD28.2.CD28.AHS0024.pAbO 7.055749e-02
## TNFRSF1B 7.523624e-02
## CD3E 1.284563e-02
## CD86 2.180284e-01
## IL3 -3.547528e-01
## FOXO1 3.444915e-02
## TNFRSF25 -6.085909e-01
## IL23R 7.897036e-02
## CD9 -2.658989e-02
## CD63 -5.923716e-05
## FASLG 1.504910e-01
## IL1RN -1.887933e-01
## ZBED2 1.970182e-01
## ZBTB16 5.368733e-02
## LIPA 1.164907e-01
## LTA 1.476425e-01
## PTGDR2 -2.139720e-01
## CD48 9.419905e-05
## CCR8 7.650311e-01
## CD3.SK7.CD3E.AHS0033.pAbO 3.232234e-02
## CNOT2 1.025139e-01
## TIAF1 9.437916e-02
## HAVCR2 3.360792e-02
## MZB1 1.121638e-01
## PMCH -5.396574e-01
## ZNF683 3.097010e-01
## CD33 3.049901e-01
## CCR6 1.447431e-01
## DUSP4 4.933604e-02
## IL18R1 1.081441e-01
## IL7R -6.797205e-01
## STAT6 -2.462293e-01
## IgM.IGHM.AHS0198.pAbO 3.721078e-02
## RGS1 1.186592e-01
## VNN2 7.126454e-02
## NKG7 2.842533e-03
## CD25.2A3.IL2RA.AHS0026.pAbO 3.602968e-02
## CD14.MPHIP9.CD14.AHS0037.pAbO 3.965023e-02
## CX3CR1.CX3CR1.AHS0125.pAbO 1.843929e-02
## BCL2A1 2.338348e-01
## CXCR6 -2.013926e-02
## CD7 1.069255e-01
## RORC -4.429675e-01
## CBLB 2.005262e-02
## IgG.IGHG1_2_3_4.AHS0059.pAbO 1.415825e-03
## CD335.NCR1.AHS0068.pAbO 1.720807e-03
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 1.659049e-02
## CCR7.CCR7.AHS0273.pAbO 1.900429e-02
## TNFRSF8 3.626221e-01
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 5.195614e-03
## CTSD 3.071017e-02
## CD45RO.PTPRC.AHS0036.pAbO 9.479119e-03
## CD40LG -2.340661e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO 1.651480e-02
## FYB 6.010850e-02
## TSPAN32 -4.996158e-01
## BIN2 5.358544e-02
## IRF8 8.824239e-02
## LCK 1.704535e-02
## DUSP1 -8.782092e-02
## LIF 2.020303e-01
## CASP5 4.917012e-02
## PTPRC 7.243985e-03
## TNFSF14 6.726401e-02
## ITGAX 3.975007e-02
## SEMA7A -1.162467e-01
## MYC 1.319928e-01
## PIK3AP1 2.430666e-02
## SPOCK2 -8.707473e-02
## TGFB1 -9.191790e-02
## TRIB2 5.501818e-02
## IER3 1.236525e-01
## KIT 1.235965e-01
## FOSB -5.375606e-01
## CCL1 6.639229e-03
## CCL3 3.619673e-02
## LGALS3 -1.568264e-01
## CD95.FAS.AHS0023.pAbO 3.203427e-17
## CD300A -1.226102e-03
## BCL2 -1.198306e-03
## TNF 6.077039e-02
## TXK 4.284756e-02
## IFNG 5.727000e-04
## IL4R 4.681618e-04
## CD152.CTLA4.AHS0017.pAbO -3.747287e-04
## IL32 1.865381e-03
## IL2RB 4.893084e-05
## GLG1 -8.677078e-02
## PRDM1 -3.714734e-02
## XCL1 7.415026e-02
## BIRC3 1.170553e-02
## C10orf54 -1.361198e-02
## STAT3 -7.431658e-02
## CD39.ENTPD1.AHS0006.pAbO 1.425324e-03
## CD226.CD226.AHS0079.pAbO 1.721330e-03
## LAMP1 3.399378e-03
## CCL4 5.079160e-03
## EGR1 -1.984122e-01
## EGR3 -5.734072e-02
## FCER1G -7.586276e-04
## SELPLG 2.354121e-02
## IL2RA -6.821500e-02
## ITK -7.154533e-04
## ICAM1 -1.817911e-02
## PRF1 -2.500901e-04
## CD161.DX12.KLRB1.AHS0002.pAbO -2.007475e-03
## CD44 -3.271066e-02
## CCL5 1.295151e-02
## CD69 -3.013839e-02
## DUSP2 -6.453358e-02
## PIK3IP1 -1.671459e-01
## CD69.CD69.AHS0010.pAbO 2.919860e-04
## CSF2 -2.135514e-02
## CD52 2.228829e-04
## CCND2 -3.311116e-03
## CD37 -2.058769e-02
## BTG1 -5.350395e-03
## KLRB1 -1.092653e-01
## min.logFC.detected
## TYMS 4.264665e-01
## KIAA0101 8.430370e-01
## HMGB2 6.595568e-01
## TOP2A 9.809174e-01
## TK1 9.815138e-01
## AURKB 1.108453e+00
## UBE2C 1.204877e+00
## PCNA 2.186844e-01
## HMMR 1.674742e+00
## CCNB1 1.174221e+00
## MKI67 1.615158e+00
## MCM4 5.401443e-01
## MCM2 4.803669e-01
## GAPDH 0.000000e+00
## PTTG2 1.056398e+00
## TRDC 3.788196e-02
## PDIA6 4.666079e-02
## ANXA5 2.597149e-02
## HLA.DRA 8.680698e-02
## ITGAE 5.274911e-01
## CD74 -2.662336e-03
## HLA.DPA1 -1.789468e-02
## S100A10 1.274790e-02
## Tim3.HAVCR2.AHS0016.pAbO 0.000000e+00
## HLA.DPB1 8.533348e-02
## KLRC1 -1.526060e-02
## TMEM97 -5.656742e-03
## DPP4 3.944731e-01
## RPN2 3.303017e-02
## PYCR1 7.431082e-01
## HLA.DRB3 1.021229e-01
## CD94.KLRD1.AHS0085.pAbO -5.428806e-04
## CASP3 8.323734e-02
## LAP3 1.044574e-01
## PDIA4 2.140756e-01
## PASK 9.176723e-01
## CD314.KLRK1.AHS0065.pAbO 0.000000e+00
## GZMA 0.000000e+00
## CD11b.ICRF44.ITGAM.AHS0184.pAbO -1.110796e-02
## HLA.DMA 1.455019e-01
## NCR3 2.226151e-02
## CD38 1.323279e-01
## HLA.DQA1 -4.151546e-01
## BAX 3.936063e-02
## KLRK1 2.496169e-02
## HLA.DQB1 -3.210753e-01
## CXCR4 -1.381326e-01
## ADA 1.588834e-02
## HLA.DMB 1.389962e-01
## KLRF1 -6.145966e-02
## TARP_refseq 5.722217e-02
## CD38.HIT2.CD38.AHS0022.pAbO -1.997161e-03
## IFITM2 -2.247702e-02
## FBXO22 3.203372e-01
## GNAI2 -2.213812e-02
## CD7.CD7.AHS0043.pAbO 0.000000e+00
## FAS 1.587344e-01
## ITGB2 -2.138343e-02
## CXCR3 -1.056422e-02
## YBX3 3.646843e-02
## CD18.ITGB2.AHS0091.pAbO 0.000000e+00
## APOBEC3G -2.582007e-03
## HLA.C 0.000000e+00
## CCR1 -2.962191e-01
## TNFSF10 4.208214e-04
## IL12RB2 -2.194895e-01
## GNLY 0.000000e+00
## XBP1 -2.142988e-02
## CD8.SK1.CD8A.AHS0228.pAbO -7.655235e-03
## IFITM3 -1.343195e-01
## CST7 -1.293840e-03
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.000000e+00
## GZMH -1.344597e-01
## CD70 -2.871347e-01
## LGALS1 0.000000e+00
## LYN -3.099368e-03
## ATF6B 1.338982e-01
## GIMAP2 2.470595e-02
## CD8A -2.891378e-01
## CD2.CD2.AHS0029.pAbO 0.000000e+00
## GZMK -8.034761e-02
## KDELR1 4.859786e-01
## NINJ2 -7.126848e-02
## CD19.SJ25C1.CD19.AHS0030.pAbO -4.564717e-02
## CD2 -3.915405e-02
## FN1 -4.655091e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO -2.263646e-02
## GAB2 6.389956e-02
## EOMES 8.687635e-02
## FTH1 2.106249e-02
## STAT1 -2.065561e-01
## LAT2 -5.976001e-02
## RUNX3 -2.004733e-03
## BCL11B 1.042087e-01
## GZMB -6.654498e-04
## CXCL5 4.623107e-02
## S1PR1 4.075528e-01
## CLEC2D 3.723569e-02
## KLRC3 -1.218870e-01
## ITGA4 3.796518e-02
## KIR2DL1 -1.342077e-01
## CD26.DPP4.AHS0109.pAbO 0.000000e+00
## FOXP1 1.536770e-01
## TRBC2 -3.989697e-03
## HLA.A 0.000000e+00
## LEF1 -4.336824e-01
## CD81.CD81.AHS0021.pAbO 0.000000e+00
## IKZF1 -1.296927e-01
## FCGR3A -2.146463e-01
## CCR5 -2.135829e-01
## CD215.IL15RA.AHS0212.pAbO -3.989697e-03
## IL1RL1 -2.888854e-01
## LAT 2.038442e-02
## FUT4 2.076581e-01
## CD33.WM53.CD33.AHS0044.pAbO -7.002496e-02
## ENTPD1 -2.315512e-01
## CD244 1.811425e-03
## CD5.UCHT2.CD5.AHS0047.pAbO 1.951440e-02
## ARL4C -1.374355e-02
## RORA -2.687432e-01
## TIGIT -4.211998e-01
## NCAM1 -2.790316e-01
## ITGAM -3.331170e-02
## CD127.IL7R.AHS0028.pAbO 2.673925e-05
## VPS28 -8.413467e-04
## IL15RA -2.105518e-01
## LGALS9 -4.336308e-01
## ICOS -1.735630e-01
## SLC25A37 7.048748e-01
## RNASE6 4.891526e-01
## IGBP1 4.827507e-02
## SELL -2.818337e-01
## IRF4 -6.803798e-01
## JUN -2.785383e-01
## GIMAP7 -1.494777e-01
## CTSW 0.000000e+00
## STAT4 -2.163634e-02
## PSEN1 3.874662e-02
## SNCA -1.411014e-01
## CD1D.CD1D.AHS0219.pAbO -1.210785e-03
## IL18 -4.771206e-01
## IFNGR1 3.290478e-02
## KLRC4 -7.013942e-02
## STAT5A -1.404437e-01
## IER5 1.186217e-01
## ITGAL -7.418546e-02
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -1.099682e-02
## CD247 -3.941603e-02
## LAIR2 -5.261996e-01
## FOXO3 -2.496330e-02
## TRAC -3.296271e-01
## LAMP3 -1.365345e-01
## TNFSF13B -4.515984e-01
## MGST1 -1.205548e+00
## IL12RB1 -2.709887e-01
## GATA3 -1.501121e-01
## CCR2 -5.473581e-01
## CD27.L128.CD27.AHS0249.pAbO 1.970486e-02
## IL6 -2.150739e-01
## NRP1 -8.053902e-01
## IL15 -1.551679e-01
## CCR7 9.717122e-01
## CD14 -4.361856e-02
## IL18RAP -9.788301e-02
## IL9R -9.177030e-01
## TNFSF13 -2.334989e-01
## CD1A -4.321838e-01
## KLRG1 -7.580209e-01
## CTSG 1.049504e+00
## OAS1 -6.038627e-01
## CX3CR1 -1.173103e-01
## LAG3 -9.527640e-01
## CXCR1 4.860815e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO -4.577011e-03
## ADGRG3 -2.525366e-01
## TBX21 -1.757250e-01
## CD40.CD40.AHS0117.pAbO -1.945015e-02
## ADGRE1 -9.488503e-02
## ZAP70 -2.965083e-01
## TGFBI 4.822846e-02
## IL3RA -5.933509e-01
## CD34.581.CD34.AHS0061.pAbO 4.849808e-03
## SLAMF1 -2.648989e-01
## BCL6 4.848002e-02
## TGFB3 -5.160950e-01
## TNFRSF9 -1.314602e+00
## TNFRSF13C -3.863408e-01
## CD8B -6.265650e-01
## DOCK8 5.741670e-03
## LY86 -2.985778e-01
## IGHM_membrane 5.612276e-02
## CTLA4 -8.170708e-01
## CD4 3.706928e-01
## IL5 4.115063e-01
## AIM2 -5.477750e-01
## IGHM_secreted 5.456128e-01
## CD79B -1.025153e+00
## IGHA1_secreted -7.842393e-01
## CCL2 3.322719e-01
## VMO1 -2.777083e-02
## BTLA 4.046860e-01
## MMP9 4.046860e-01
## CD1C 2.932574e-01
## TREM1 -6.869720e-01
## CLEC4E 2.819856e-01
## FOXP3 -1.058221e+00
## PI3 2.819856e-01
## PDCD1 -1.251951e+00
## CD5 -1.115724e+00
## CXCR2 -5.713849e-01
## ARG1 1.478714e-01
## CD36 1.478714e-01
## CNTNAP3 1.478714e-01
## FLT3 1.478714e-01
## IGHG1_secreted 1.478714e-01
## IGHG3_secreted 1.478714e-01
## RNASE2 1.478714e-01
## CCR3 -9.305090e-01
## CCR4 1.478714e-01
## IFNA1 1.478714e-01
## CD163 -3.273922e-01
## IL12A -7.271126e-01
## CD24 -4.558316e-01
## S100A9 -4.750830e-01
## IL4 -1.440284e+00
## CD274 -7.910591e-01
## ALAS2 -3.203427e-16
## APOE -3.203427e-16
## AQP9 -3.203427e-16
## AZU1 -3.203427e-16
## BLK -3.203427e-16
## BLNK -3.203427e-16
## BPI -3.203427e-16
## C1QA -3.203427e-16
## C1QB -3.203427e-16
## CCL13 -3.203427e-16
## CCL17 -3.203427e-16
## CCL19 -3.203427e-16
## CCR9 -3.203427e-16
## CD1B -3.203427e-16
## CD209 -3.203427e-16
## CD22 -3.203427e-16
## CD34 -3.203427e-16
## CEACAM8 -3.203427e-16
## CHI3L1 -3.203427e-16
## CLC -3.203427e-16
## CLEC10A -3.203427e-16
## CPA3 -3.203427e-16
## CXCL11 -3.203427e-16
## CXCL13 -3.203427e-16
## CXCL9 -3.203427e-16
## DEFA3 -3.203427e-16
## DEFA4 -3.203427e-16
## EBF1 -3.203427e-16
## ELANE -3.203427e-16
## F13A1 -3.203427e-16
## FCER1A -3.203427e-16
## FCER2 -3.203427e-16
## FCN1 -3.203427e-16
## GHR -3.203427e-16
## IGHD_membrane -3.203427e-16
## IGHE_secreted -3.203427e-16
## IGHG1_membrane -3.203427e-16
## IGHG2_secreted -3.203427e-16
## IGHG4_secreted -3.203427e-16
## IGLC3 -3.203427e-16
## IL17A -3.203427e-16
## IL17F -3.203427e-16
## IL21 -3.203427e-16
## IL25 -3.203427e-16
## IL31 -3.203427e-16
## IL33 -3.203427e-16
## IL9 -3.203427e-16
## MME -3.203427e-16
## MMP12 -3.203427e-16
## S100A12 -3.203427e-16
## TCL1A -3.203427e-16
## TLR8 -3.203427e-16
## TNFRSF17 -3.203427e-16
## VPREB3 -3.203427e-16
## AOC3 -8.112600e-01
## EPX -1.000000e+00
## IL22 -1.000000e+00
## LRRC32 -1.000000e+00
## CXCL2 -1.000000e+00
## MS4A1 -1.327392e+00
## CD40 -1.198148e+00
## CXCL3 -1.000000e+00
## SPP1 -1.000000e+00
## CD3G -6.862579e-01
## SLC7A7 -7.259972e-01
## IL1R2 -2.000000e+00
## CR2 -1.584963e+00
## KCNE3 -1.000000e+00
## CD200 -2.420880e+00
## CD79A -4.027318e-01
## CLEC4D -2.321928e+00
## CXCL10 -1.208705e+00
## CD28 -1.285569e+00
## CCL22 -2.321928e+00
## MITF -1.000000e+00
## IL2 -1.475083e+00
## CXCL8 -1.241828e+00
## JCHAIN -1.000000e+00
## F5 -1.000000e+00
## VSIG4 -1.302977e+00
## THBD -1.706743e+00
## POU2AF1 -2.310579e+00
## GZMM -2.217568e+00
## FAM129C -1.584963e+00
## PAX5 -1.137553e+00
## CXCL1 -1.584963e+00
## IL6R -2.846687e+00
## CMKLR1 -1.377381e+00
## CD103.ITGAE.AHS0001.pAbO -7.443563e-02
## LILRB4 -1.604673e+00
## TNFRSF4 -7.390374e-01
## TPSAB1 -1.773052e+00
## CCR10 -3.000000e+00
## B3GAT1 -8.391735e-01
## TLR2 -1.718014e+00
## CXCL16 -5.311006e-01
## TLR9 -1.666642e+00
## CSF3 -2.525369e+00
## CHI3L2 -7.329041e-01
## CMTM2 -8.404408e-01
## IL1B -2.599946e+00
## CD27 -2.372063e+00
## TCF4 -1.489813e+00
## CD160 -1.264183e+00
## TLR7 -3.054746e+00
## NT5E -2.836812e+00
## TCF7 -1.415235e+00
## CD4.SK3.CD4.AHS0032.pAbO -4.554251e-01
## CD72 -8.759395e-01
## BACH2 -6.991888e-01
## CD80 -7.378908e-01
## CD22.CD22.AHS0195.pAbO -2.102002e-02
## CCL20 -2.971303e+00
## GIMAP5 -3.611593e-01
## PECAM1 -7.607220e-01
## TNFRSF18 -1.469941e+00
## CXCR5 -2.339238e+00
## THBS1 -1.161969e+00
## CD6 -1.462948e+00
## TRAT1 -9.525773e-01
## LTB -7.628411e-01
## JUNB -8.611005e-01
## FAM65B -3.183489e-01
## FYN 1.717366e-03
## IKZF2 -1.059577e+00
## IGKC -2.030487e+00
## TNFSF8 -1.128709e+00
## CD3D -6.510474e-01
## QPCT -7.870526e-01
## CD102.ICAM2.AHS0155.pAbO -3.313358e-03
## IL13 -1.373224e+00
## FOSL1 -1.530961e+00
## VEGFA -4.401176e-01
## NAMPT -5.798424e-01
## CD28.CD28.2.CD28.AHS0024.pAbO 2.454011e-02
## TNFRSF1B -7.863830e-02
## CD3E -1.296626e-02
## CD86 -1.475063e+00
## IL3 -1.549155e+00
## FOXO1 -8.613354e-01
## TNFRSF25 -4.425458e+00
## IL23R -8.830744e-02
## CD9 -8.274601e-01
## CD63 -3.326865e-04
## FASLG -5.332220e-01
## IL1RN -1.538242e+00
## ZBED2 -1.685319e+00
## ZBTB16 -3.240647e-01
## LIPA -2.288606e-01
## LTA -4.965847e-01
## PTGDR2 -3.494229e+00
## CD48 -5.244963e-03
## CCR8 -2.478199e+00
## CD3.SK7.CD3E.AHS0033.pAbO -2.768172e-02
## CNOT2 -2.731095e-02
## TIAF1 -2.627766e-01
## HAVCR2 -2.020501e-02
## MZB1 -3.524514e-01
## PMCH -1.965030e+00
## ZNF683 -1.708307e+00
## CD33 -1.229846e+00
## CCR6 -5.651092e-01
## DUSP4 -2.225489e-01
## IL18R1 -1.755901e-01
## IL7R -2.062224e+00
## STAT6 -4.645915e-01
## IgM.IGHM.AHS0198.pAbO -1.464029e-02
## RGS1 -4.762449e-01
## VNN2 -3.047246e-01
## NKG7 -3.326865e-04
## CD25.2A3.IL2RA.AHS0026.pAbO -1.100805e-01
## CD14.MPHIP9.CD14.AHS0037.pAbO -4.518524e-02
## CX3CR1.CX3CR1.AHS0125.pAbO -1.251909e-02
## BCL2A1 -7.654632e-01
## CXCR6 -2.707465e-01
## CD7 -1.226981e-01
## RORC -3.671357e+00
## CBLB -3.759292e-02
## IgG.IGHG1_2_3_4.AHS0059.pAbO -1.996291e-03
## CD335.NCR1.AHS0068.pAbO -4.203010e-04
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO -1.212898e-02
## CCR7.CCR7.AHS0273.pAbO -8.366152e-03
## TNFRSF8 -1.476334e+00
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO -5.984987e-03
## CTSD -1.436741e-01
## CD45RO.PTPRC.AHS0036.pAbO -4.930995e-03
## CD40LG -2.083522e+00
## CD279.EH12.1.PDCD1.AHS0014.pAbO -2.054140e-02
## FYB -4.520207e-01
## TSPAN32 -8.829205e-01
## BIN2 -2.702945e-02
## IRF8 -3.724090e-02
## LCK -2.426532e-02
## DUSP1 -5.551058e-01
## LIF -5.780200e-01
## CASP5 -2.382793e-02
## PTPRC -1.002121e-02
## TNFSF14 -1.672900e-01
## ITGAX -2.041137e-01
## SEMA7A -1.206475e+00
## MYC -3.968725e-01
## PIK3AP1 -6.553532e-02
## SPOCK2 -8.532366e-01
## TGFB1 -1.924127e-01
## TRIB2 -4.331069e-01
## IER3 -7.404461e-01
## KIT -9.482819e-01
## FOSB -1.589109e+00
## CCL1 -5.649304e-01
## CCL3 -5.211237e-02
## LGALS3 -1.331475e+00
## CD95.FAS.AHS0023.pAbO 0.000000e+00
## CD300A -2.352867e-01
## BCL2 -2.543643e-01
## TNF -8.718722e-02
## TXK -1.148485e-01
## IFNG -5.226912e-01
## IL4R -3.315726e-02
## CD152.CTLA4.AHS0017.pAbO -6.654498e-04
## IL32 -5.578938e-03
## IL2RB -3.326865e-04
## GLG1 -5.854746e-01
## PRDM1 -1.346214e-01
## XCL1 -8.598083e-01
## BIRC3 -2.816428e-01
## C10orf54 -1.537527e-01
## STAT3 -2.696804e-01
## CD39.ENTPD1.AHS0006.pAbO -3.289015e-03
## CD226.CD226.AHS0079.pAbO -2.597770e-02
## LAMP1 -1.337655e-02
## CCL4 -6.331089e-03
## EGR1 -8.716931e-01
## EGR3 -1.399901e+00
## FCER1G -4.655720e-03
## SELPLG -4.716535e-02
## IL2RA -2.453391e-01
## ITK -1.966505e-01
## ICAM1 -2.976322e-01
## PRF1 -3.326865e-04
## CD161.DX12.KLRB1.AHS0002.pAbO -1.930117e-02
## CD44 -1.226468e-01
## CCL5 -2.798191e-02
## CD69 -1.792921e-01
## DUSP2 -5.412604e-01
## PIK3IP1 -1.043135e+00
## CD69.CD69.AHS0010.pAbO 0.000000e+00
## CSF2 -3.214116e-01
## CD52 -1.664109e-03
## CCND2 -9.995006e-03
## CD37 -6.134262e-02
## BTG1 -1.044284e-02
## KLRB1 -1.950663e-01
## median.logFC.detected
## TYMS 8.088819e-01
## KIAA0101 1.585707e+00
## HMGB2 8.108480e-01
## TOP2A 1.655028e+00
## TK1 2.046930e+00
## AURKB 2.136322e+00
## UBE2C 2.455876e+00
## PCNA 2.995067e-01
## HMMR 2.978635e+00
## CCNB1 2.200041e+00
## MKI67 3.155416e+00
## MCM4 1.087912e+00
## MCM2 8.331173e-01
## GAPDH 0.000000e+00
## PTTG2 1.557358e+00
## TRDC 5.354427e-02
## PDIA6 7.121476e-02
## ANXA5 1.292499e-01
## HLA.DRA 8.570133e-01
## ITGAE 6.493264e-01
## CD74 2.809983e-03
## HLA.DPA1 3.862626e-01
## S100A10 1.850290e-02
## Tim3.HAVCR2.AHS0016.pAbO 0.000000e+00
## HLA.DPB1 7.727824e-01
## KLRC1 2.064319e-02
## TMEM97 8.945789e-01
## DPP4 5.514897e-01
## RPN2 3.755032e-02
## PYCR1 1.386707e+00
## HLA.DRB3 9.501940e-01
## CD94.KLRD1.AHS0085.pAbO 4.197982e-05
## CASP3 1.626002e-01
## LAP3 1.111698e-01
## PDIA4 2.688834e-01
## PASK 1.176832e+00
## CD314.KLRK1.AHS0065.pAbO 5.022153e-04
## GZMA 0.000000e+00
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 3.278410e-02
## HLA.DMA 4.493279e-01
## NCR3 5.331803e-02
## CD38 1.332642e+00
## HLA.DQA1 2.399628e-02
## BAX 8.350729e-02
## KLRK1 5.159817e-02
## HLA.DQB1 4.390835e-01
## CXCR4 4.299757e-01
## ADA 3.001054e-01
## HLA.DMB 3.207150e-01
## KLRF1 5.066499e-02
## TARP_refseq 1.167721e-01
## CD38.HIT2.CD38.AHS0022.pAbO -6.306967e-04
## IFITM2 4.004443e-02
## FBXO22 6.186936e-01
## GNAI2 1.435710e-01
## CD7.CD7.AHS0043.pAbO 0.000000e+00
## FAS 5.261096e-01
## ITGB2 1.210888e-02
## CXCR3 6.626383e-02
## YBX3 5.643501e-01
## CD18.ITGB2.AHS0091.pAbO 0.000000e+00
## APOBEC3G 3.139445e-03
## HLA.C 0.000000e+00
## CCR1 6.837344e-01
## TNFSF10 8.172702e-03
## IL12RB2 3.404037e-01
## GNLY 0.000000e+00
## XBP1 3.006443e-02
## CD8.SK1.CD8A.AHS0228.pAbO 2.159968e-02
## IFITM3 5.732649e-02
## CST7 2.979548e-03
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.000000e+00
## GZMH 2.727408e-01
## CD70 1.756171e-01
## LGALS1 0.000000e+00
## LYN 1.245910e-01
## ATF6B 2.906964e-01
## GIMAP2 1.892700e-01
## CD8A 1.617308e-01
## CD2.CD2.AHS0029.pAbO 0.000000e+00
## GZMK 1.981230e-02
## KDELR1 8.319851e-01
## NINJ2 2.195393e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO 1.299685e-01
## CD2 6.861718e-02
## FN1 6.479694e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO 6.908756e-03
## GAB2 4.296965e-01
## EOMES 5.071597e-01
## FTH1 6.188424e-01
## STAT1 3.112666e-01
## LAT2 1.509906e-01
## RUNX3 1.124038e-02
## BCL11B 3.143923e-01
## GZMB -6.651236e-04
## CXCL5 1.924266e-01
## S1PR1 7.979246e-01
## CLEC2D 5.535592e-01
## KLRC3 2.472051e-01
## ITGA4 3.219005e-01
## KIR2DL1 -1.659696e-02
## CD26.DPP4.AHS0109.pAbO 0.000000e+00
## FOXP1 5.148422e-01
## TRBC2 -8.737574e-04
## HLA.A 0.000000e+00
## LEF1 2.274383e-01
## CD81.CD81.AHS0021.pAbO 0.000000e+00
## IKZF1 2.458037e-01
## FCGR3A 2.259939e-02
## CCR5 1.888617e-01
## CD215.IL15RA.AHS0212.pAbO -2.741444e-03
## IL1RL1 7.688118e-01
## LAT 2.121153e-01
## FUT4 6.048530e-01
## CD33.WM53.CD33.AHS0044.pAbO 5.216395e-02
## ENTPD1 2.849152e-01
## CD244 7.578879e-02
## CD5.UCHT2.CD5.AHS0047.pAbO 1.348468e-01
## ARL4C 8.386760e-02
## RORA 4.748636e-01
## TIGIT 1.659921e-02
## NCAM1 3.359952e-01
## ITGAM 1.638687e-01
## CD127.IL7R.AHS0028.pAbO 1.770533e-02
## VPS28 1.707532e-01
## IL15RA 2.082527e-01
## LGALS9 4.536355e-01
## ICOS 3.293856e-01
## SLC25A37 1.249384e+00
## RNASE6 8.725925e-01
## IGBP1 1.813410e-01
## SELL 6.546110e-01
## IRF4 1.199493e-03
## JUN 2.736429e-01
## GIMAP7 5.459193e-01
## CTSW 0.000000e+00
## STAT4 7.390481e-02
## PSEN1 2.727736e-01
## SNCA 9.616413e-01
## CD1D.CD1D.AHS0219.pAbO 1.809247e-02
## IL18 2.010210e-01
## IFNGR1 2.053890e-01
## KLRC4 2.741188e-01
## STAT5A 1.668825e-01
## IER5 7.095565e-01
## ITGAL 1.042725e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 2.559456e-02
## CD247 4.704026e-03
## LAIR2 2.585066e-01
## FOXO3 1.670782e-01
## TRAC 1.427376e-01
## LAMP3 1.548073e+00
## TNFSF13B 4.894327e-01
## MGST1 1.637802e+00
## IL12RB1 2.309865e-01
## GATA3 6.452107e-01
## CCR2 5.102166e-01
## CD27.L128.CD27.AHS0249.pAbO 1.203991e-01
## IL6 6.532079e-01
## NRP1 4.839343e-01
## IL15 1.958876e-01
## CCR7 1.409364e+00
## CD14 1.200939e+00
## IL18RAP 1.402589e-01
## IL9R 8.186429e-01
## TNFSF13 2.018942e-01
## CD1A 2.191683e+00
## KLRG1 1.388351e+00
## CTSG 2.320064e+00
## OAS1 3.732592e-01
## CX3CR1 2.443577e-01
## LAG3 4.676589e-02
## CXCR1 2.083386e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 1.140259e-01
## ADGRG3 2.570352e-01
## TBX21 6.226273e-02
## CD40.CD40.AHS0117.pAbO 7.994762e-02
## ADGRE1 1.285702e+00
## ZAP70 4.998407e-02
## TGFBI 3.865142e-01
## IL3RA -1.078317e-01
## CD34.581.CD34.AHS0061.pAbO 1.645698e-02
## SLAMF1 2.226430e-01
## BCL6 1.320748e-01
## TGFB3 6.083128e-01
## TNFRSF9 1.373286e+00
## TNFRSF13C 1.832734e+00
## CD8B 7.032450e-01
## DOCK8 4.813848e-02
## LY86 2.069258e-01
## IGHM_membrane 1.181414e+00
## CTLA4 6.131759e-01
## CD4 9.792222e-01
## IL5 1.293257e+00
## AIM2 3.303522e-01
## IGHM_secreted 1.428615e+00
## CD79B 4.911496e-02
## IGHA1_secreted 3.084976e-01
## CCL2 6.226192e-01
## VMO1 1.100673e-01
## BTLA 1.674407e+00
## MMP9 1.188740e+00
## CD1C 9.705888e-01
## TREM1 3.547705e-01
## CLEC4E 7.134848e-01
## FOXP3 9.541510e-02
## PI3 7.134848e-01
## PDCD1 8.594855e-01
## CD5 1.814136e-01
## CXCR2 5.456128e-01
## ARG1 7.912951e-01
## CD36 7.912951e-01
## CNTNAP3 7.912951e-01
## FLT3 7.912951e-01
## IGHG1_secreted 7.912951e-01
## IGHG3_secreted 7.912951e-01
## RNASE2 7.912951e-01
## CCR3 4.396967e-01
## CCR4 4.004069e-01
## IFNA1 4.004069e-01
## CD163 4.004069e-01
## IL12A 3.868143e-01
## CD24 -1.754099e-02
## S100A9 1.180850e-01
## IL4 8.852853e-01
## CD274 5.420528e-01
## ALAS2 0.000000e+00
## APOE 0.000000e+00
## AQP9 0.000000e+00
## AZU1 0.000000e+00
## BLK 0.000000e+00
## BLNK 0.000000e+00
## BPI 0.000000e+00
## C1QA 0.000000e+00
## C1QB 0.000000e+00
## CCL13 0.000000e+00
## CCL17 0.000000e+00
## CCL19 0.000000e+00
## CCR9 0.000000e+00
## CD1B 0.000000e+00
## CD209 0.000000e+00
## CD22 0.000000e+00
## CD34 0.000000e+00
## CEACAM8 0.000000e+00
## CHI3L1 0.000000e+00
## CLC 0.000000e+00
## CLEC10A 0.000000e+00
## CPA3 0.000000e+00
## CXCL11 0.000000e+00
## CXCL13 0.000000e+00
## CXCL9 0.000000e+00
## DEFA3 0.000000e+00
## DEFA4 0.000000e+00
## EBF1 0.000000e+00
## ELANE 0.000000e+00
## F13A1 0.000000e+00
## FCER1A 0.000000e+00
## FCER2 0.000000e+00
## FCN1 0.000000e+00
## GHR 0.000000e+00
## IGHD_membrane 0.000000e+00
## IGHE_secreted 0.000000e+00
## IGHG1_membrane 0.000000e+00
## IGHG2_secreted 0.000000e+00
## IGHG4_secreted 0.000000e+00
## IGLC3 0.000000e+00
## IL17A 0.000000e+00
## IL17F 0.000000e+00
## IL21 0.000000e+00
## IL25 0.000000e+00
## IL31 0.000000e+00
## IL33 0.000000e+00
## IL9 0.000000e+00
## MME 0.000000e+00
## MMP12 0.000000e+00
## S100A12 0.000000e+00
## TCL1A 0.000000e+00
## TLR8 0.000000e+00
## TNFRSF17 0.000000e+00
## VPREB3 0.000000e+00
## AOC3 0.000000e+00
## EPX 0.000000e+00
## IL22 0.000000e+00
## LRRC32 0.000000e+00
## CXCL2 0.000000e+00
## MS4A1 0.000000e+00
## CD40 8.024229e-02
## CXCL3 0.000000e+00
## SPP1 0.000000e+00
## CD3G -4.904397e-01
## SLC7A7 -1.880892e-01
## IL1R2 0.000000e+00
## CR2 0.000000e+00
## KCNE3 -3.203427e-16
## CD200 7.134848e-01
## CD79A -1.156867e-01
## CLEC4D -3.203427e-16
## CXCL10 -1.462474e-01
## CD28 -6.135250e-01
## CCL22 -1.000000e+00
## MITF 0.000000e+00
## IL2 -2.067836e-01
## CXCL8 -4.935713e-02
## JCHAIN -3.203427e-16
## F5 -8.112600e-01
## VSIG4 3.864750e-01
## THBD 0.000000e+00
## POU2AF1 9.792222e-01
## GZMM -1.146247e+00
## FAM129C -1.000000e+00
## PAX5 5.233698e-02
## CXCL1 0.000000e+00
## IL6R 1.887400e-01
## CMKLR1 -6.326057e-01
## CD103.ITGAE.AHS0001.pAbO 2.042548e-02
## LILRB4 5.612276e-02
## TNFRSF4 -1.377181e-01
## TPSAB1 9.931731e-01
## CCR10 -1.327392e+00
## B3GAT1 -1.997243e-01
## TLR2 -1.198487e+00
## CXCL16 -3.516987e-01
## TLR9 7.100086e-01
## CSF3 3.864750e-01
## CHI3L2 -9.773058e-02
## CMTM2 -5.500433e-03
## IL1B -4.798064e-01
## CD27 -5.190261e-01
## TCF4 4.475938e-01
## CD160 7.783607e-01
## TLR7 2.932574e-01
## NT5E -2.301920e-01
## TCF7 -4.739325e-01
## CD4.SK3.CD4.AHS0032.pAbO 2.908789e-01
## CD72 5.026900e-01
## BACH2 1.462787e-01
## CD80 -5.094333e-02
## CD22.CD22.AHS0195.pAbO -1.865721e-03
## CCL20 -3.393466e-02
## GIMAP5 2.388104e-01
## PECAM1 -1.241814e-01
## TNFRSF18 1.534394e-01
## CXCR5 -3.983153e-01
## THBS1 1.809847e-01
## CD6 -1.923426e-02
## TRAT1 2.051904e-01
## LTB -1.106679e-01
## JUNB 5.017985e-02
## FAM65B -1.545442e-01
## FYN 1.719877e-02
## IKZF2 9.047650e-02
## IGKC 4.416157e-01
## TNFSF8 5.245520e-01
## CD3D -3.573826e-01
## QPCT -1.975704e-01
## CD102.ICAM2.AHS0155.pAbO 1.035345e-02
## IL13 -4.087193e-02
## FOSL1 3.771705e-01
## VEGFA -3.627717e-02
## NAMPT 1.083073e-01
## CD28.CD28.2.CD28.AHS0024.pAbO 5.532046e-02
## TNFRSF1B 1.604289e-01
## CD3E 8.589290e-03
## CD86 -4.436634e-02
## IL3 1.308400e-01
## FOXO1 4.295223e-01
## TNFRSF25 -2.836036e-01
## IL23R 1.496489e-01
## CD9 -1.367264e-01
## CD63 -3.325235e-04
## FASLG 2.430972e-01
## IL1RN 2.718415e-02
## ZBED2 1.756765e-01
## ZBTB16 1.438714e-01
## LIPA 1.995311e-01
## LTA 3.258629e-01
## PTGDR2 4.849212e-01
## CD48 7.545783e-04
## CCR8 6.495134e-01
## CD3.SK7.CD3E.AHS0033.pAbO 2.044832e-02
## CNOT2 1.037167e-01
## TIAF1 2.037317e-01
## HAVCR2 3.502428e-04
## MZB1 -1.690939e-01
## PMCH -7.267121e-01
## ZNF683 1.489689e-01
## CD33 2.950600e-01
## CCR6 1.261831e-01
## DUSP4 1.043517e-01
## IL18R1 5.741020e-02
## IL7R -1.171892e+00
## STAT6 -2.541516e-01
## IgM.IGHM.AHS0198.pAbO 5.099409e-02
## RGS1 -1.287842e-01
## VNN2 2.109278e-01
## NKG7 -3.325235e-04
## CD25.2A3.IL2RA.AHS0026.pAbO -6.049082e-02
## CD14.MPHIP9.CD14.AHS0037.pAbO 7.469615e-02
## CX3CR1.CX3CR1.AHS0125.pAbO 1.499825e-02
## BCL2A1 4.207790e-01
## CXCR6 -8.750934e-02
## CD7 1.122316e-01
## RORC -3.878329e-03
## CBLB -2.484269e-02
## IgG.IGHG1_2_3_4.AHS0059.pAbO -1.086309e-03
## CD335.NCR1.AHS0068.pAbO 1.791038e-03
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 6.130773e-03
## CCR7.CCR7.AHS0273.pAbO 2.013372e-02
## TNFRSF8 2.623305e-01
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 2.991632e-03
## CTSD 4.624727e-02
## CD45RO.PTPRC.AHS0036.pAbO 5.072843e-03
## CD40LG -8.952642e-02
## CD279.EH12.1.PDCD1.AHS0014.pAbO 2.253290e-02
## FYB 2.250293e-01
## TSPAN32 -4.170328e-01
## BIN2 5.161914e-02
## IRF8 -9.161779e-03
## LCK 1.747403e-03
## DUSP1 1.097370e-01
## LIF -2.150817e-01
## CASP5 4.271335e-02
## PTPRC 6.180750e-03
## TNFSF14 1.268124e-01
## ITGAX 3.295750e-02
## SEMA7A 3.556497e-02
## MYC -5.839785e-02
## PIK3AP1 -1.207439e-02
## SPOCK2 7.679277e-02
## TGFB1 -1.063702e-01
## TRIB2 2.397417e-01
## IER3 -2.055886e-02
## KIT 3.282749e-01
## FOSB -2.035051e-01
## CCL1 2.083126e-01
## CCL3 -1.426482e-02
## LGALS3 1.426061e-01
## CD95.FAS.AHS0023.pAbO 0.000000e+00
## CD300A 2.670524e-02
## BCL2 4.215099e-02
## TNF -1.697012e-02
## TXK 4.034452e-02
## IFNG 1.446079e-01
## IL4R -6.903829e-03
## CD152.CTLA4.AHS0017.pAbO -6.641837e-04
## IL32 -1.237813e-03
## IL2RB 7.947152e-05
## GLG1 5.383514e-02
## PRDM1 -9.360739e-02
## XCL1 1.527471e-01
## BIRC3 -1.108914e-01
## C10orf54 -7.858885e-03
## STAT3 -4.811905e-02
## CD39.ENTPD1.AHS0006.pAbO -2.039764e-04
## CD226.CD226.AHS0079.pAbO -2.161545e-02
## LAMP1 6.128123e-03
## CCL4 -2.230559e-03
## EGR1 -4.813986e-01
## EGR3 1.252524e-01
## FCER1G -1.243243e-04
## SELPLG -1.880117e-02
## IL2RA -1.967214e-01
## ITK -3.625631e-02
## ICAM1 3.388929e-02
## PRF1 -3.325235e-04
## CD161.DX12.KLRB1.AHS0002.pAbO -1.243455e-02
## CD44 -8.699518e-03
## CCL5 -1.064712e-02
## CD69 -1.492174e-01
## DUSP2 -9.829706e-02
## PIK3IP1 -1.892398e-01
## CD69.CD69.AHS0010.pAbO 0.000000e+00
## CSF2 -6.083004e-02
## CD52 -1.413114e-03
## CCND2 -4.228062e-03
## CD37 -4.045124e-02
## BTG1 -4.812128e-03
## KLRB1 -1.130211e-01
## max.logFC.detected
## TYMS 1.203693e+00
## KIAA0101 2.225337e+00
## HMGB2 8.897066e-01
## TOP2A 1.943117e+00
## TK1 2.651824e+00
## AURKB 2.182010e+00
## UBE2C 2.724518e+00
## PCNA 6.372522e-01
## HMMR 3.651940e+00
## CCNB1 2.866425e+00
## MKI67 3.950676e+00
## MCM4 1.809615e+00
## MCM2 1.504347e+00
## GAPDH 1.601713e-16
## PTTG2 2.588611e+00
## TRDC 2.379013e-01
## PDIA6 2.722999e-01
## ANXA5 2.608116e-01
## HLA.DRA 1.500008e+00
## ITGAE 8.225977e-01
## CD74 5.700435e-02
## HLA.DPA1 9.517086e-01
## S100A10 4.232246e-02
## Tim3.HAVCR2.AHS0016.pAbO 3.079393e-03
## HLA.DPB1 1.588750e+00
## KLRC1 1.368433e-01
## TMEM97 2.179458e+00
## DPP4 7.093652e-01
## RPN2 1.540974e-01
## PYCR1 3.136979e+00
## HLA.DRB3 2.102952e+00
## CD94.KLRD1.AHS0085.pAbO 1.757934e-02
## CASP3 2.052239e-01
## LAP3 3.559668e-01
## PDIA4 6.950508e-01
## PASK 1.357299e+00
## CD314.KLRK1.AHS0065.pAbO 3.079393e-03
## GZMA 3.079393e-03
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1.275232e-01
## HLA.DMA 8.401226e-01
## NCR3 3.715414e-01
## CD38 2.809874e+00
## HLA.DQA1 1.250385e+00
## BAX 1.165645e-01
## KLRK1 1.276881e-01
## HLA.DQB1 2.196474e+00
## CXCR4 6.307772e-01
## ADA 5.065730e-01
## HLA.DMB 1.906881e+00
## KLRF1 1.828700e+00
## TARP_refseq 3.881554e-01
## CD38.HIT2.CD38.AHS0022.pAbO 1.346965e-02
## IFITM2 2.812798e-01
## FBXO22 1.265394e+00
## GNAI2 4.026552e-01
## CD7.CD7.AHS0043.pAbO 1.601713e-16
## FAS 7.564085e-01
## ITGB2 6.068398e-01
## CXCR3 4.623753e-01
## YBX3 1.634631e+00
## CD18.ITGB2.AHS0091.pAbO 3.079393e-03
## APOBEC3G 5.180477e-02
## HLA.C 1.601713e-16
## CCR1 8.673286e-01
## TNFSF10 4.265573e-02
## IL12RB2 2.225755e+00
## GNLY 1.601713e-16
## XBP1 1.305772e-01
## CD8.SK1.CD8A.AHS0228.pAbO 4.232138e-02
## IFITM3 6.239960e-01
## CST7 1.868233e-01
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 1.601713e-16
## GZMH 1.943183e+00
## CD70 1.041104e+00
## LGALS1 4.553243e-04
## LYN 4.080844e-01
## ATF6B 4.907633e-01
## GIMAP2 9.967502e-01
## CD8A 1.106567e+00
## CD2.CD2.AHS0029.pAbO 3.079393e-03
## GZMK 1.415222e+00
## KDELR1 1.188331e+00
## NINJ2 7.296598e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO 4.156761e-01
## CD2 1.634781e-01
## FN1 1.940907e+00
## CD45RA.HI100.PTPRC.AHS0009.pAbO 7.424734e-02
## GAB2 6.886312e-01
## EOMES 2.859703e+00
## FTH1 1.487222e+00
## STAT1 7.982649e-01
## LAT2 3.523997e-01
## RUNX3 1.449180e-02
## BCL11B 2.989956e+00
## GZMB 1.479893e-02
## CXCL5 5.162785e-01
## S1PR1 1.463620e+00
## CLEC2D 1.448647e+00
## KLRC3 9.707059e-01
## ITGA4 5.957514e-01
## KIR2DL1 1.208055e+00
## CD26.DPP4.AHS0109.pAbO 1.601713e-16
## FOXP1 9.776567e-01
## TRBC2 1.019518e-03
## HLA.A 1.601713e-16
## LEF1 1.048694e+00
## CD81.CD81.AHS0021.pAbO 1.601713e-16
## IKZF1 4.197848e-01
## FCGR3A 9.710132e-01
## CCR5 5.222233e-01
## CD215.IL15RA.AHS0212.pAbO -8.737574e-04
## IL1RL1 3.543988e+00
## LAT 4.479883e-01
## FUT4 9.374135e-01
## CD33.WM53.CD33.AHS0044.pAbO 2.009609e-01
## ENTPD1 3.805968e-01
## CD244 4.160163e-01
## CD5.UCHT2.CD5.AHS0047.pAbO 1.853887e-01
## ARL4C 3.226334e-01
## RORA 1.689376e+00
## TIGIT 1.621802e+00
## NCAM1 7.908550e-01
## ITGAM 3.440938e-01
## CD127.IL7R.AHS0028.pAbO 2.760309e-02
## VPS28 1.792454e-01
## IL15RA 9.274521e-01
## LGALS9 5.890540e-01
## ICOS 5.353112e-01
## SLC25A37 2.010458e+00
## RNASE6 2.182049e+00
## IGBP1 3.071128e-01
## SELL 1.853577e+00
## IRF4 1.647400e+00
## JUN 6.402894e-01
## GIMAP7 2.147567e+00
## CTSW 9.107924e-04
## STAT4 1.667589e-01
## PSEN1 3.491346e-01
## SNCA 1.516920e+00
## CD1D.CD1D.AHS0219.pAbO 4.265887e-02
## IL18 1.038700e+00
## IFNGR1 2.463089e-01
## KLRC4 1.167462e+00
## STAT5A 5.984508e-01
## IER5 8.814779e-01
## ITGAL 1.776886e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 4.237692e-02
## CD247 1.056473e+00
## LAIR2 8.252145e-01
## FOXO3 5.553021e-01
## TRAC 1.166408e+00
## LAMP3 1.667055e+00
## TNFSF13B 8.883703e-01
## MGST1 2.306677e+00
## IL12RB1 7.549191e-01
## GATA3 1.134665e+00
## CCR2 1.363519e+00
## CD27.L128.CD27.AHS0249.pAbO 2.337260e-01
## IL6 1.705200e+00
## NRP1 1.608463e+00
## IL15 4.058380e-01
## CCR7 2.184290e+00
## CD14 1.567514e+00
## IL18RAP 2.684943e-01
## IL9R 9.145217e-01
## TNFSF13 4.218935e-01
## CD1A 3.338206e+00
## KLRG1 1.597276e+00
## CTSG 3.809065e+00
## OAS1 7.588675e-01
## CX3CR1 6.352455e-01
## LAG3 3.191355e+00
## CXCR1 3.405503e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 1.629014e-01
## ADGRG3 4.800082e-01
## TBX21 6.225228e-01
## CD40.CD40.AHS0117.pAbO 1.688905e-01
## ADGRE1 2.155061e+00
## ZAP70 4.967607e-01
## TGFBI 1.323134e+00
## IL3RA 1.093317e+00
## CD34.581.CD34.AHS0061.pAbO 8.882790e-02
## SLAMF1 2.809065e+00
## BCL6 9.085327e-01
## TGFB3 1.256309e+00
## TNFRSF9 5.254829e+00
## TNFRSF13C 2.889180e+00
## CD8B 1.968720e+00
## DOCK8 9.243616e-02
## LY86 1.256309e+00
## IGHM_membrane 3.054201e+00
## CTLA4 2.519981e+00
## CD4 2.510668e+00
## IL5 2.612209e+00
## AIM2 1.497865e+00
## IGHM_secreted 2.546752e+00
## CD79B 2.333901e+00
## IGHA1_secreted 1.805037e+00
## CCL2 2.584963e+00
## VMO1 7.565625e-01
## BTLA 2.000000e+00
## MMP9 1.774666e+00
## CD1C 1.774666e+00
## TREM1 2.775054e+00
## CLEC4E 1.584963e+00
## FOXP3 1.491104e+00
## PI3 1.299394e+00
## PDCD1 2.648172e+00
## CD5 1.069977e+00
## CXCR2 7.203673e-01
## ARG1 1.000000e+00
## CD36 1.000000e+00
## CNTNAP3 1.000000e+00
## FLT3 1.000000e+00
## IGHG1_secreted 1.000000e+00
## IGHG3_secreted 1.000000e+00
## RNASE2 1.000000e+00
## CCR3 1.391049e+00
## CCR4 8.537526e-01
## IFNA1 8.537526e-01
## CD163 8.537526e-01
## IL12A 1.510668e+00
## CD24 1.590866e+00
## S100A9 1.378179e+00
## IL4 1.703031e+00
## CD274 1.117836e+00
## ALAS2 3.203427e-16
## APOE 3.203427e-16
## AQP9 3.203427e-16
## AZU1 3.203427e-16
## BLK 3.203427e-16
## BLNK 3.203427e-16
## BPI 3.203427e-16
## C1QA 3.203427e-16
## C1QB 3.203427e-16
## CCL13 3.203427e-16
## CCL17 3.203427e-16
## CCL19 3.203427e-16
## CCR9 3.203427e-16
## CD1B 3.203427e-16
## CD209 3.203427e-16
## CD22 3.203427e-16
## CD34 3.203427e-16
## CEACAM8 3.203427e-16
## CHI3L1 3.203427e-16
## CLC 3.203427e-16
## CLEC10A 3.203427e-16
## CPA3 3.203427e-16
## CXCL11 3.203427e-16
## CXCL13 3.203427e-16
## CXCL9 3.203427e-16
## DEFA3 3.203427e-16
## DEFA4 3.203427e-16
## EBF1 3.203427e-16
## ELANE 3.203427e-16
## F13A1 3.203427e-16
## FCER1A 3.203427e-16
## FCER2 3.203427e-16
## FCN1 3.203427e-16
## GHR 3.203427e-16
## IGHD_membrane 3.203427e-16
## IGHE_secreted 3.203427e-16
## IGHG1_membrane 3.203427e-16
## IGHG2_secreted 3.203427e-16
## IGHG4_secreted 3.203427e-16
## IGLC3 3.203427e-16
## IL17A 3.203427e-16
## IL17F 3.203427e-16
## IL21 3.203427e-16
## IL25 3.203427e-16
## IL31 3.203427e-16
## IL33 3.203427e-16
## IL9 3.203427e-16
## MME 3.203427e-16
## MMP12 3.203427e-16
## S100A12 3.203427e-16
## TCL1A 3.203427e-16
## TLR8 3.203427e-16
## TNFRSF17 3.203427e-16
## VPREB3 3.203427e-16
## AOC3 3.203427e-16
## EPX 3.203427e-16
## IL22 3.203427e-16
## LRRC32 3.203427e-16
## CXCL2 3.203427e-16
## MS4A1 3.203427e-16
## CD40 5.177638e-01
## CXCL3 3.203427e-16
## SPP1 3.203427e-16
## CD3G 1.463182e+00
## SLC7A7 1.027246e+00
## IL1R2 3.203427e-16
## CR2 3.203427e-16
## KCNE3 3.203427e-16
## CD200 1.584963e+00
## CD79A 3.019152e-01
## CLEC4D 3.203427e-16
## CXCL10 1.887400e-01
## CD28 7.737025e-01
## CCL22 3.203427e-16
## MITF 0.000000e+00
## IL2 6.226192e-01
## CXCL8 2.672608e+00
## JCHAIN 0.000000e+00
## F5 0.000000e+00
## VSIG4 1.299394e+00
## THBD 0.000000e+00
## POU2AF1 2.921369e+00
## GZMM 1.478714e-01
## FAM129C 0.000000e+00
## PAX5 2.530851e+00
## CXCL1 0.000000e+00
## IL6R 7.912951e-01
## CMKLR1 2.218204e+00
## CD103.ITGAE.AHS0001.pAbO 3.103769e-01
## LILRB4 1.469239e+00
## TNFRSF4 1.082661e+00
## TPSAB1 1.695620e+00
## CCR10 0.000000e+00
## B3GAT1 1.155061e+00
## TLR2 -2.855686e-01
## CXCL16 9.025310e-01
## TLR9 1.686604e+00
## CSF3 1.299394e+00
## CHI3L2 1.038037e-01
## CMTM2 4.388379e-01
## IL1B 2.069977e+00
## CD27 1.056123e+00
## TCF4 7.151265e-01
## CD160 2.315168e+00
## TLR7 9.705888e-01
## NT5E 1.378179e+00
## TCF7 1.421759e+00
## CD4.SK3.CD4.AHS0032.pAbO 7.599057e-01
## CD72 7.598739e-01
## BACH2 6.405000e-01
## CD80 1.076424e+00
## CD22.CD22.AHS0195.pAbO 6.904104e-02
## CCL20 1.693613e+00
## GIMAP5 9.042167e-01
## PECAM1 1.652644e+00
## TNFRSF18 1.074080e+00
## CXCR5 3.400827e+00
## THBS1 1.061591e+00
## CD6 1.807101e+00
## TRAT1 1.949496e+00
## LTB -5.276978e-02
## JUNB 8.935990e-01
## FAM65B 6.226340e-01
## FYN 9.039422e-02
## IKZF2 4.242286e-01
## IGKC 2.102737e+00
## TNFSF8 9.866584e-01
## CD3D 2.994544e-01
## QPCT 9.456130e-01
## CD102.ICAM2.AHS0155.pAbO 3.027589e-02
## IL13 1.195070e+00
## FOSL1 1.912784e+00
## VEGFA 1.033577e+00
## NAMPT 8.907882e-01
## CD28.CD28.2.CD28.AHS0024.pAbO 1.453901e-01
## TNFRSF1B 1.854243e-01
## CD3E 5.282110e-02
## CD86 1.521283e+00
## IL3 2.788640e-01
## FOXO1 6.428717e-01
## TNFRSF25 1.578136e+00
## IL23R 1.748693e-01
## CD9 6.387280e-01
## CD63 1.033746e-03
## FASLG 9.243023e-01
## IL1RN 1.075466e+00
## ZBED2 1.692658e+00
## ZBTB16 3.211819e-01
## LIPA 3.972731e-01
## LTA 7.922332e-01
## PTGDR2 1.448919e+00
## CD48 7.222663e-03
## CCR8 3.439764e+00
## CD3.SK7.CD3E.AHS0033.pAbO 1.201929e-01
## CNOT2 3.094870e-01
## TIAF1 2.692643e-01
## HAVCR2 1.388718e-01
## MZB1 9.070349e-01
## PMCH 1.409925e+00
## ZNF683 1.944790e+00
## CD33 1.684669e+00
## CCR6 8.394845e-01
## DUSP4 3.375631e-01
## IL18R1 5.210857e-01
## IL7R 1.538671e+00
## STAT6 -4.776593e-02
## IgM.IGHM.AHS0198.pAbO 5.590135e-02
## RGS1 9.884431e-01
## VNN2 2.436232e-01
## NKG7 1.513106e-02
## CD25.2A3.IL2RA.AHS0026.pAbO 2.915707e-01
## CD14.MPHIP9.CD14.AHS0037.pAbO 9.442277e-02
## CX3CR1.CX3CR1.AHS0125.pAbO 6.690175e-02
## BCL2A1 1.179984e+00
## CXCR6 1.869847e-01
## CD7 3.224344e-01
## RORC 1.547919e+00
## CBLB 2.034315e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO 7.574844e-03
## CD335.NCR1.AHS0068.pAbO 4.836699e-03
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 5.348875e-02
## CCR7.CCR7.AHS0273.pAbO 4.003510e-02
## TNFRSF8 2.488666e+00
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 2.754704e-02
## CTSD 1.815047e-01
## CD45RO.PTPRC.AHS0036.pAbO 2.848440e-02
## CD40LG 1.094282e+00
## CD279.EH12.1.PDCD1.AHS0014.pAbO 3.415859e-02
## FYB 2.762986e-01
## TSPAN32 -1.892112e-01
## BIN2 1.680109e-01
## IRF8 2.896513e-01
## LCK 9.487763e-02
## DUSP1 3.424917e-01
## LIF 1.567981e+00
## CASP5 1.367745e-01
## PTPRC 1.773236e-02
## TNFSF14 2.722777e-01
## ITGAX 2.575265e-01
## SEMA7A 7.126063e-01
## MYC 8.978846e-01
## PIK3AP1 2.145944e-01
## SPOCK2 6.049677e-01
## TGFB1 3.191006e-02
## TRIB2 5.390931e-01
## IER3 1.022976e+00
## KIT 1.067469e+00
## FOSB 1.861382e-01
## CCL1 3.052743e-01
## CCL3 2.398204e-01
## LGALS3 2.174697e-01
## CD95.FAS.AHS0023.pAbO 1.601713e-16
## CD300A 1.710768e-01
## BCL2 1.867084e-01
## TNF 2.710213e-01
## TXK 2.655870e-01
## IFNG 2.922301e-01
## IL4R 3.527948e-02
## CD152.CTLA4.AHS0017.pAbO 3.746566e-04
## IL32 1.409969e-02
## IL2RB 7.072568e-04
## GLG1 1.856034e-01
## PRDM1 1.052653e-01
## XCL1 1.033703e+00
## BIRC3 4.998300e-01
## C10orf54 1.369160e-01
## STAT3 1.811124e-01
## CD39.ENTPD1.AHS0006.pAbO 7.517607e-03
## CD226.CD226.AHS0079.pAbO 5.198725e-02
## LAMP1 1.974201e-02
## CCL4 3.739925e-02
## EGR1 7.834540e-01
## EGR3 1.079078e+00
## FCER1G 3.676983e-03
## SELPLG 2.069807e-01
## IL2RA 3.078398e-01
## ITK 3.196369e-01
## ICAM1 1.615638e-01
## PRF1 7.947152e-05
## CD161.DX12.KLRB1.AHS0002.pAbO 4.441225e-02
## CD44 5.274015e-02
## CCL5 9.306038e-02
## CD69 2.016255e-01
## DUSP2 5.811942e-01
## PIK3IP1 9.608647e-01
## CD69.CD69.AHS0010.pAbO 1.004605e-03
## CSF2 3.169202e-01
## CD52 3.352430e-03
## CCND2 6.930182e-03
## CD37 3.384144e-02
## BTG1 1.024286e-03
## KLRB1 -1.151804e-02
## rank.logFC.detected
## TYMS 64
## KIAA0101 20
## HMGB2 62
## TOP2A 18
## TK1 11
## AURKB 12
## UBE2C 8
## PCNA 93
## HMMR 3
## CCNB1 7
## MKI67 1
## MCM4 29
## MCM2 45
## GAPDH 240
## PTTG2 15
## TRDC 140
## PDIA6 184
## ANXA5 171
## HLA.DRA 31
## ITGAE 74
## CD74 208
## HLA.DPA1 65
## S100A10 217
## Tim3.HAVCR2.AHS0016.pAbO 240
## HLA.DPB1 29
## KLRC1 182
## TMEM97 21
## DPP4 84
## RPN2 199
## PYCR1 7
## HLA.DRB3 16
## CD94.KLRD1.AHS0085.pAbO 242
## CASP3 140
## LAP3 161
## PDIA4 104
## PASK 33
## CD314.KLRK1.AHS0065.pAbO 232
## GZMA 240
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 186
## HLA.DMA 73
## NCR3 120
## CD38 6
## HLA.DQA1 40
## BAX 166
## KLRK1 185
## HLA.DQB1 13
## CXCR4 67
## ADA 105
## HLA.DMB 22
## KLRF1 23
## TARP_refseq 141
## CD38.HIT2.CD38.AHS0022.pAbO 248
## IFITM2 174
## FBXO22 57
## GNAI2 141
## CD7.CD7.AHS0043.pAbO 240
## FAS 90
## ITGB2 92
## CXCR3 108
## YBX3 26
## CD18.ITGB2.AHS0091.pAbO 240
## APOBEC3G 215
## HLA.C 240
## CCR1 56
## TNFSF10 230
## IL12RB2 12
## GNLY 240
## XBP1 221
## CD8.SK1.CD8A.AHS0228.pAbO 224
## IFITM3 110
## CST7 153
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 240
## GZMH 20
## CD70 61
## LGALS1 235
## LYN 159
## ATF6B 119
## GIMAP2 27
## CD8A 51
## CD2.CD2.AHS0029.pAbO 240
## GZMK 36
## KDELR1 44
## NINJ2 81
## CD19.SJ25C1.CD19.AHS0030.pAbO 114
## CD2 158
## FN1 26
## CD45RA.HI100.PTPRC.AHS0009.pAbO 203
## GAB2 79
## EOMES 5
## FTH1 47
## STAT1 66
## LAT2 129
## RUNX3 219
## BCL11B 4
## GZMB 246
## CXCL5 129
## S1PR1 34
## CLEC2D 41
## KLRC3 64
## ITGA4 78
## KIR2DL1 43
## CD26.DPP4.AHS0109.pAbO 240
## FOXP1 52
## TRBC2 302
## HLA.A 240
## LEF1 57
## CD81.CD81.AHS0021.pAbO 240
## IKZF1 111
## FCGR3A 63
## CCR5 82
## CD215.IL15RA.AHS0212.pAbO 333
## IL1RL1 1
## LAT 89
## FUT4 71
## CD33.WM53.CD33.AHS0044.pAbO 179
## ENTPD1 138
## CD244 113
## CD5.UCHT2.CD5.AHS0047.pAbO 168
## ARL4C 111
## RORA 25
## TIGIT 27
## NCAM1 67
## ITGAM 122
## CD127.IL7R.AHS0028.pAbO 222
## VPS28 151
## IL15RA 92
## LGALS9 79
## ICOS 99
## SLC25A37 14
## RNASE6 14
## IGBP1 150
## SELL 19
## IRF4 38
## JUN 116
## GIMAP7 3
## CTSW 240
## STAT4 187
## PSEN1 106
## SNCA 30
## CD1D.CD1D.AHS0219.pAbO 222
## IL18 51
## IFNGR1 127
## KLRC4 46
## STAT5A 134
## IER5 70
## ITGAL 155
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 205
## CD247 52
## LAIR2 75
## FOXO3 74
## TRAC 55
## LAMP3 29
## TNFSF13B 63
## MGST1 13
## IL12RB1 101
## GATA3 71
## CCR2 16
## CD27.L128.CD27.AHS0249.pAbO 157
## IL6 26
## NRP1 32
## IL15 116
## CCR7 4
## CD14 14
## IL18RAP 137
## IL9R 51
## TNFSF13 97
## CD1A 6
## KLRG1 13
## CTSG 2
## OAS1 72
## CX3CR1 65
## LAG3 2
## CXCR1 1
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 186
## ADGRG3 86
## TBX21 90
## CD40.CD40.AHS0117.pAbO 178
## ADGRE1 15
## ZAP70 103
## TGFBI 54
## IL3RA 62
## CD34.581.CD34.AHS0061.pAbO 202
## SLAMF1 11
## BCL6 94
## TGFB3 23
## TNFRSF9 1
## TNFRSF13C 4
## CD8B 19
## DOCK8 173
## LY86 38
## IGHM_membrane 8
## CTLA4 8
## CD4 9
## IL5 15
## AIM2 46
## IGHM_secreted 2
## CD79B 8
## IGHA1_secreted 6
## CCL2 7
## VMO1 69
## BTLA 7
## MMP9 7
## CD1C 7
## TREM1 12
## CLEC4E 31
## FOXP3 32
## PI3 55
## PDCD1 6
## CD5 46
## CXCR2 76
## ARG1 35
## CD36 35
## CNTNAP3 35
## FLT3 35
## IGHG1_secreted 35
## IGHG3_secreted 35
## RNASE2 35
## CCR3 15
## CCR4 35
## IFNA1 35
## CD163 35
## IL12A 37
## CD24 42
## S100A9 35
## IL4 31
## CD274 65
## ALAS2 240
## APOE 240
## AQP9 240
## AZU1 240
## BLK 240
## BLNK 240
## BPI 240
## C1QA 240
## C1QB 240
## CCL13 240
## CCL17 240
## CCL19 240
## CCR9 240
## CD1B 240
## CD209 240
## CD22 240
## CD34 240
## CEACAM8 240
## CHI3L1 240
## CLC 240
## CLEC10A 240
## CPA3 240
## CXCL11 240
## CXCL13 240
## CXCL9 240
## DEFA3 240
## DEFA4 240
## EBF1 240
## ELANE 240
## F13A1 240
## FCER1A 240
## FCER2 240
## FCN1 240
## GHR 240
## IGHD_membrane 240
## IGHE_secreted 240
## IGHG1_membrane 240
## IGHG2_secreted 240
## IGHG4_secreted 240
## IGLC3 240
## IL17A 240
## IL17F 240
## IL21 240
## IL25 240
## IL31 240
## IL33 240
## IL9 240
## MME 240
## MMP12 240
## S100A12 240
## TCL1A 240
## TLR8 240
## TNFRSF17 240
## VPREB3 240
## AOC3 240
## EPX 250
## IL22 250
## LRRC32 250
## CXCL2 240
## MS4A1 240
## CD40 103
## CXCL3 250
## SPP1 250
## CD3G 38
## SLC7A7 78
## IL1R2 250
## CR2 240
## KCNE3 263
## CD200 31
## CD79A 129
## CLEC4D 250
## CXCL10 166
## CD28 81
## CCL22 250
## MITF 240
## IL2 88
## CXCL8 5
## JCHAIN 240
## F5 250
## VSIG4 55
## THBD 240
## POU2AF1 9
## GZMM 166
## FAM129C 240
## PAX5 17
## CXCL1 240
## IL6R 107
## CMKLR1 21
## CD103.ITGAE.AHS0001.pAbO 136
## LILRB4 46
## TNFRSF4 77
## TPSAB1 22
## CCR10 240
## B3GAT1 48
## TLR2 440
## CXCL16 82
## TLR9 24
## CSF3 55
## CHI3L2 171
## CMTM2 139
## IL1B 13
## CD27 54
## TCF4 85
## CD160 10
## TLR7 53
## NT5E 35
## TCF7 33
## CD4.SK3.CD4.AHS0032.pAbO 83
## CD72 79
## BACH2 115
## CD80 79
## CD22.CD22.AHS0195.pAbO 214
## CCL20 28
## GIMAP5 60
## PECAM1 37
## TNFRSF18 45
## CXCR5 4
## THBS1 49
## CD6 24
## TRAT1 23
## LTB 365
## JUNB 85
## FAM65B 68
## FYN 199
## IKZF2 95
## IGKC 18
## TNFSF8 60
## CD3D 136
## QPCT 66
## CD102.ICAM2.AHS0155.pAbO 220
## IL13 51
## FOSL1 27
## VEGFA 58
## NAMPT 78
## CD28.CD28.2.CD28.AHS0024.pAbO 178
## TNFRSF1B 154
## CD3E 214
## CD86 36
## IL3 142
## FOXO1 87
## TNFRSF25 33
## IL23R 155
## CD9 102
## CD63 301
## FASLG 67
## IL1RN 80
## ZBED2 32
## ZBTB16 133
## LIPA 141
## LTA 77
## PTGDR2 40
## CD48 233
## CCR8 4
## CD3.SK7.CD3E.AHS0033.pAbO 191
## CNOT2 178
## TIAF1 121
## HAVCR2 181
## MZB1 95
## PMCH 42
## ZNF683 16
## CD33 33
## CCR6 46
## DUSP4 124
## IL18R1 146
## IL7R 35
## STAT6 397
## IgM.IGHM.AHS0198.pAbO 204
## RGS1 72
## VNN2 132
## NKG7 237
## CD25.2A3.IL2RA.AHS0026.pAbO 140
## CD14.MPHIP9.CD14.AHS0037.pAbO 195
## CX3CR1.CX3CR1.AHS0125.pAbO 206
## BCL2A1 45
## CXCR6 147
## CD7 126
## RORC 30
## CBLB 149
## IgG.IGHG1_2_3_4.AHS0059.pAbO 243
## CD335.NCR1.AHS0068.pAbO 231
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 220
## CCR7.CCR7.AHS0273.pAbO 226
## TNFRSF8 18
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 236
## CTSD 196
## CD45RO.PTPRC.AHS0036.pAbO 233
## CD40LG 75
## CD279.EH12.1.PDCD1.AHS0014.pAbO 208
## FYB 126
## TSPAN32 393
## BIN2 154
## IRF8 131
## LCK 197
## DUSP1 107
## LIF 44
## CASP5 161
## PTPRC 213
## TNFSF14 184
## ITGAX 158
## SEMA7A 84
## MYC 97
## PIK3AP1 145
## SPOCK2 70
## TGFB1 220
## TRIB2 97
## IER3 86
## KIT 48
## FOSB 205
## CCL1 155
## CCL3 139
## LGALS3 176
## CD95.FAS.AHS0023.pAbO 240
## CD300A 157
## BCL2 160
## TNF 162
## TXK 125
## IFNG 158
## IL4R 216
## CD152.CTLA4.AHS0017.pAbO 248
## IL32 236
## IL2RB 237
## GLG1 146
## PRDM1 193
## XCL1 83
## BIRC3 108
## C10orf54 207
## STAT3 207
## CD39.ENTPD1.AHS0006.pAbO 244
## CD226.CD226.AHS0079.pAbO 227
## LAMP1 215
## CCL4 228
## EGR1 119
## EGR3 78
## FCER1G 243
## SELPLG 139
## IL2RA 135
## ITK 176
## ICAM1 194
## PRF1 237
## CD161.DX12.KLRB1.AHS0002.pAbO 210
## CD44 237
## CCL5 198
## CD69 163
## DUSP2 97
## PIK3IP1 31
## CD69.CD69.AHS0010.pAbO 240
## CSF2 177
## CD52 244
## CCND2 287
## CD37 202
## BTG1 261
## KLRB1 346
set.seed(42L)
sce_d2 <- sce_d2_a[,colData(sce_d2_a)$group == "AfterCoc"]
sce_d2 <- runPCA(sce_d2, ncomponents=20)
sce_d2 <- runTSNE(sce_d2, dimred="PCA")
snn_graph <- buildSNNGraph(sce_d2, k=50, use.dimred='PCA')
igraph_clusters <- igraph::cluster_louvain(snn_graph)$membership
sce_d2$igraph_lbls <- as.factor(igraph_clusters)
p3 <- plotTSNE(sce_d2, colour_by="igraph_lbls", other_fields = c("condition")) +
facet_wrap(~condition) +
scale_color_manual(values = c("green", "orange", "purple", "navy", "cyan", "maroon")) +
theme_bw() +
theme(legend.position="bottom") +
guides(colour = guide_legend(nrow = 1)) +
labs(color = "cluster")
## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
p3
p4 <- as.data.frame(colData(sce_d2)) %>%
group_by(condition, igraph_lbls) %>%
summarize(n = n()) %>%
mutate(freq = n / sum(n)) %>%
ggplot(aes(x = igraph_lbls, y=freq, fill = condition)) +
geom_col(position = "dodge", color = "black") +
scale_fill_manual(values = c("gray", "blue", "orange", "red")) +
labs(x = "cluster", y = "condition relative abundance")+
theme(legend.position="bottom") +
guides(colour = guide_legend(nrow = 1))
## `summarise()` has grouped output by 'condition'. You can override using the
## `.groups` argument.
p4
m2 <- scoreMarkers(sce_d2, groups = colData(sce_d2)$igraph_lbls)
as.data.frame(m2[1]) %>%
arrange(desc(mean.AUC))
## group group_name self.average
## CSF2 1 1 5.1441180486
## IFNG 1 1 4.9121055790
## CCL4 1 1 7.2322320097
## CCL3 1 1 5.4309670054
## XCL1 1 1 1.9049647872
## MYC 1 1 2.9288458374
## IER3 1 1 1.2152870967
## TNF 1 1 3.5732605224
## CD4.SK3.CD4.AHS0032.pAbO 1 1 0.3621565231
## ICAM1 1 1 1.9352974824
## BCL2A1 1 1 1.6771979636
## EGR3 1 1 1.5042802583
## CCL1 1 1 2.4348081055
## CD81.CD81.AHS0021.pAbO 1 1 2.9563262430
## DUSP2 1 1 2.3114829020
## NAMPT 1 1 1.7567439483
## GZMB 1 1 5.6457493210
## CD69.CD69.AHS0010.pAbO 1 1 2.5495337157
## FOSB 1 1 0.5129396791
## CD152.CTLA4.AHS0017.pAbO 1 1 0.9769618396
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1 1 0.8493144237
## FASLG 1 1 0.4313098171
## EGR1 1 1 0.8830540181
## IgM.IGHM.AHS0198.pAbO 1 1 0.2983186051
## IRF8 1 1 2.8338549748
## BIRC3 1 1 2.0818654784
## LIF 1 1 0.3062951160
## TNFSF14 1 1 1.2494542680
## IRF4 1 1 0.5391074231
## CD226.CD226.AHS0079.pAbO 1 1 1.0428619125
## IL13 1 1 0.5277945388
## CD26.DPP4.AHS0109.pAbO 1 1 3.6456881086
## TBX21 1 1 0.9572610133
## CD7.CD7.AHS0043.pAbO 1 1 3.9251551226
## STAT5A 1 1 0.3549565417
## CD1D.CD1D.AHS0219.pAbO 1 1 0.7103497628
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 1 1 0.3345210331
## ZBED2 1 1 0.3025777351
## FOSL1 1 1 0.1173531789
## SEMA7A 1 1 0.1427770095
## IL3 1 1 0.5191517657
## JUN 1 1 0.3734815557
## C10orf54 1 1 0.2726669377
## CD314.KLRK1.AHS0065.pAbO 1 1 1.6238258987
## LTA 1 1 0.2573741532
## CD215.IL15RA.AHS0212.pAbO 1 1 0.7612330869
## BACH2 1 1 0.1374554828
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 1 1 0.7117814033
## CD80 1 1 0.1726484520
## KIAA0101 1 1 0.5604721018
## CD22.CD22.AHS0195.pAbO 1 1 0.1677196597
## CD14.MPHIP9.CD14.AHS0037.pAbO 1 1 0.1429013639
## FTH1 1 1 0.1192141116
## JUNB 1 1 0.0666490845
## CD45RO.PTPRC.AHS0036.pAbO 1 1 0.2447938493
## TYMS 1 1 1.3428583022
## CD127.IL7R.AHS0028.pAbO 1 1 0.3319724414
## TNFRSF8 1 1 0.0895964838
## CD40LG 1 1 0.1016925473
## CD38.HIT2.CD38.AHS0022.pAbO 1 1 2.5985619407
## CD9 1 1 0.1514049221
## TK1 1 1 0.3330690849
## CD69 1 1 1.8025379032
## IL4 1 1 0.1530507945
## CD5.UCHT2.CD5.AHS0047.pAbO 1 1 0.1028466397
## FN1 1 1 0.1460782660
## CD34.581.CD34.AHS0061.pAbO 1 1 0.1992384730
## TNFRSF1B 1 1 0.3773068515
## LAIR2 1 1 0.2230245619
## CD39.ENTPD1.AHS0006.pAbO 1 1 1.8215901973
## CD45RA.HI100.PTPRC.AHS0009.pAbO 1 1 1.1093069482
## CD70 1 1 0.7605432744
## AURKB 1 1 0.3551642490
## CD25.2A3.IL2RA.AHS0026.pAbO 1 1 0.2770162292
## CD27.L128.CD27.AHS0249.pAbO 1 1 0.0769003502
## CCNB1 1 1 0.1998597311
## CD40.CD40.AHS0117.pAbO 1 1 0.0159017679
## MCM4 1 1 0.2998400780
## UBE2C 1 1 0.2700427404
## PTTG2 1 1 0.2317297673
## CD19.SJ25C1.CD19.AHS0030.pAbO 1 1 0.1440567535
## CD274 1 1 0.0306273577
## DUSP4 1 1 0.5970293145
## MGST1 1 1 0.0993055373
## IL1RN 1 1 0.0355350542
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 1 1 0.1354897059
## IL15RA 1 1 0.1278671563
## MZB1 1 1 0.3290171910
## IL2 1 1 0.0483423141
## CD72 1 1 0.0247400571
## IL1RL1 1 1 0.0461572851
## MKI67 1 1 0.0495008732
## IL3RA 1 1 0.0431891035
## IGKC 1 1 0.0481513393
## IL6 1 1 0.0283235795
## FOXP1 1 1 0.0205772048
## CXCL8 1 1 0.0244060073
## AIM2 1 1 0.0210452438
## IgD.IGHD.AHS0058.pAbO 1 1 0.0875835333
## IL1B 1 1 0.0187188133
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 1 1 2.9859201564
## TNFRSF9 1 1 0.0133548805
## GATA3 1 1 0.0125692646
## TMEM97 1 1 0.2244296016
## CLEC2D 1 1 0.0835855199
## SELL 1 1 0.0381596840
## RORC 1 1 0.0415081024
## CD200 1 1 0.0045613656
## POU2AF1 1 1 0.0031264093
## FUT4 1 1 0.0418984716
## TOP2A 1 1 0.5421161744
## BCL6 1 1 0.0097396475
## LAMP3 1 1 0.0096076411
## CCL20 1 1 0.0059952487
## PYCR1 1 1 0.0341969751
## QPCT 1 1 0.0163480879
## ZBTB16 1 1 0.0395447879
## IL31 1 1 0.0028345117
## IL6R 1 1 0.0013141248
## CXCL5 1 1 0.0331342253
## CD79A 1 1 0.0024163025
## NT5E 1 1 0.0030969427
## CD21.B.LY4.CR2.AHS0074.pAbO 1 1 0.0495587355
## LILRB4 1 1 0.0011360506
## CD24 1 1 0.0026764241
## PAX5 1 1 0.0012070958
## CLEC4D 1 1 0.0004463700
## IL9R 1 1 0.0033292653
## IL5 1 1 0.0106828996
## CCL2 1 1 0.0020742769
## SLAMF1 1 1 0.0016486907
## SLC25A37 1 1 0.0035658870
## CD163 1 1 0.0004533183
## CD36 1 1 0.0004500586
## CLEC4E 1 1 0.0002832218
## CMKLR1 1 1 0.0008264295
## IL1R2 1 1 0.0005148838
## CTSG 1 1 0.0035438741
## THBD 1 1 0.0007265211
## ARG1 1 1 0.0003148666
## MITF 1 1 0.0002146362
## TLR7 1 1 0.0006926537
## RNASE2 1 1 0.0002997204
## SPP1 1 1 0.0002073142
## CSF3 1 1 0.0004033137
## IL22 1 1 0.0053535641
## S100A9 1 1 0.0011942468
## TREM1 1 1 0.0004586869
## SLC7A7 1 1 0.0005052394
## TNFRSF25 1 1 0.0033682878
## HLA.DRB3 1 1 0.0006710571
## CXCL10 1 1 0.0008296917
## CD28 1 1 0.0008282894
## VSIG4 1 1 0.0003470684
## LY86 1 1 0.0005052394
## ZAP70 1 1 0.0060893428
## IL12A 1 1 0.0011751173
## ALAS2 1 1 0.0000000000
## AOC3 1 1 0.0000000000
## APOE 1 1 0.0000000000
## AQP9 1 1 0.0000000000
## BLK 1 1 0.0000000000
## BLNK 1 1 0.0000000000
## BPI 1 1 0.0000000000
## C1QA 1 1 0.0000000000
## C1QB 1 1 0.0000000000
## CCL13 1 1 0.0000000000
## CCL17 1 1 0.0000000000
## CCL19 1 1 0.0000000000
## CCR9 1 1 0.0000000000
## CD1B 1 1 0.0000000000
## CD1C 1 1 0.0000000000
## CD209 1 1 0.0000000000
## CD34 1 1 0.0000000000
## CEACAM8 1 1 0.0000000000
## CHI3L1 1 1 0.0000000000
## CLC 1 1 0.0000000000
## CLEC10A 1 1 0.0000000000
## CNTNAP3 1 1 0.0000000000
## CPA3 1 1 0.0000000000
## CR2 1 1 0.0000000000
## CXCL1 1 1 0.0000000000
## CXCL11 1 1 0.0000000000
## CXCL13 1 1 0.0000000000
## CXCL3 1 1 0.0000000000
## DEFA3 1 1 0.0000000000
## DEFA4 1 1 0.0000000000
## EBF1 1 1 0.0000000000
## ELANE 1 1 0.0000000000
## EPX 1 1 0.0000000000
## F13A1 1 1 0.0000000000
## F5 1 1 0.0000000000
## FAM129C 1 1 0.0000000000
## FCER1A 1 1 0.0000000000
## FCER2 1 1 0.0000000000
## FCN1 1 1 0.0000000000
## FLT3 1 1 0.0000000000
## GHR 1 1 0.0000000000
## IFNA1 1 1 0.0000000000
## IGHD_membrane 1 1 0.0000000000
## IGHE_secreted 1 1 0.0000000000
## IGHG1_membrane 1 1 0.0000000000
## IGHG1_secreted 1 1 0.0000000000
## IGHG2_secreted 1 1 0.0000000000
## IGHG3_secreted 1 1 0.0000000000
## IGHG4_secreted 1 1 0.0000000000
## IGLC3 1 1 0.0000000000
## IL17A 1 1 0.0000000000
## IL21 1 1 0.0000000000
## IL25 1 1 0.0000000000
## IL33 1 1 0.0000000000
## IL9 1 1 0.0000000000
## JCHAIN 1 1 0.0000000000
## LRRC32 1 1 0.0000000000
## MME 1 1 0.0000000000
## MMP12 1 1 0.0000000000
## MS4A1 1 1 0.0000000000
## S100A12 1 1 0.0000000000
## TCL1A 1 1 0.0000000000
## TNFRSF17 1 1 0.0000000000
## TPSAB1 1 1 0.0000000000
## VPREB3 1 1 0.0000000000
## AZU1 1 1 0.0000000000
## CD40 1 1 0.0000000000
## TLR8 1 1 0.0000000000
## TNFRSF13C 1 1 0.0000000000
## NRP1 1 1 0.0107344354
## CD22 1 1 0.0000000000
## GZMM 1 1 0.0000000000
## MMP9 1 1 0.0000000000
## PI3 1 1 0.0000000000
## CCR4 1 1 0.0000000000
## CD4 1 1 0.0000000000
## CCR10 1 1 0.0000000000
## IL17F 1 1 0.0000000000
## BTLA 1 1 0.0000000000
## CCL22 1 1 0.0000000000
## KCNE3 1 1 0.0000000000
## PDCD1 1 1 0.0000000000
## TGFBI 1 1 0.0005335839
## CXCL2 1 1 0.0000000000
## IER5 1 1 0.0099011641
## CXCL9 1 1 0.0000000000
## TNFRSF18 1 1 0.0006090855
## HMMR 1 1 0.1426268655
## CXCR2 1 1 0.0000000000
## IGHA1_secreted 1 1 0.0000000000
## ADGRE1 1 1 0.0000000000
## VMO1 1 1 0.0000000000
## CXCR5 1 1 0.0002464744
## TGFB1 1 1 0.0057603369
## IGHM_secreted 1 1 0.0000000000
## CXCR1 1 1 0.0000000000
## CD1A 1 1 0.0009761392
## CD14 1 1 0.0000000000
## TNFRSF4 1 1 0.0000000000
## TLR9 1 1 0.0000000000
## CCR7 1 1 0.0012285334
## CXCL16 1 1 0.0104545174
## TCF7 1 1 0.0000000000
## TGFB3 1 1 0.0000000000
## TLR2 1 1 0.0021417746
## TCF4 1 1 0.0007185753
## LTB 1 1 0.0039009422
## CD5 1 1 0.0008903105
## IGHM_membrane 1 1 0.0006293192
## CMTM2 1 1 0.0049105384
## SNCA 1 1 0.0182073109
## CD27 1 1 0.0009344668
## TNFSF13 1 1 0.0137207324
## B3GAT1 1 1 0.0063233507
## CD3G 1 1 0.0049310311
## THBS1 1 1 0.0180598065
## CD160 1 1 0.0280543573
## IL12RB1 1 1 0.0478266413
## RNASE6 1 1 0.0109602596
## ZNF683 1 1 0.0112680932
## IKZF2 1 1 0.0404167597
## STAT6 1 1 0.0093385966
## TSPAN32 1 1 0.0198144897
## PTGDR2 1 1 0.0053104214
## GIMAP7 1 1 0.0048705889
## CD79B 1 1 0.0081426278
## CTSD 1 1 0.0808997654
## CD6 1 1 0.0015354578
## CD3.SK7.CD3E.AHS0033.pAbO 1 1 0.1290506163
## CCR8 1 1 0.0031712898
## CTLA4 1 1 0.0417932908
## ATF6B 1 1 0.0239596902
## ADGRG3 1 1 0.0206850271
## CD103.ITGAE.AHS0001.pAbO 1 1 0.0692344411
## CX3CR1 1 1 0.0206353193
## PECAM1 1 1 0.1408203914
## CD8B 1 1 0.0070016994
## CD3D 1 1 0.1087193930
## CCR3 1 1 0.0041490585
## VEGFA 1 1 0.1614817061
## KLRC4 1 1 0.0185589672
## S1PR1 1 1 0.0222580316
## LGALS9 1 1 0.0244087048
## MCM2 1 1 0.3918321828
## CD38 1 1 0.0448107051
## TNFSF13B 1 1 0.0281659567
## PMCH 1 1 0.1692708674
## CD86 1 1 0.1769534230
## OAS1 1 1 0.0481756870
## CD8.SK1.CD8A.AHS0228.pAbO 1 1 0.4477480727
## CX3CR1.CX3CR1.AHS0125.pAbO 1 1 0.0535759282
## KDELR1 1 1 0.0226248369
## IL18 1 1 0.0512830740
## IL15 1 1 0.0460132552
## EOMES 1 1 0.0142516357
## NCAM1 1 1 0.0176725869
## CHI3L2 1 1 0.0232675847
## BCL11B 1 1 0.0500818295
## CXCR3 1 1 0.1533450978
## CD28.CD28.2.CD28.AHS0024.pAbO 1 1 0.1407210144
## CD33 1 1 0.1227225361
## HLA.DRA 1 1 0.6077657539
## FOXP3 1 1 0.0161647859
## LAG3 1 1 0.0166075379
## GAB2 1 1 0.0951198621
## IL2RA 1 1 2.0088893610
## PASK 1 1 0.0558323518
## FBXO22 1 1 0.1022134025
## STAT1 1 1 0.0889128709
## CD7 1 1 0.1482488281
## CD2.CD2.AHS0029.pAbO 1 1 3.5185263170
## KLRC3 1 1 0.3415375758
## LGALS3 1 1 0.5081566827
## CD33.WM53.CD33.AHS0044.pAbO 1 1 0.2967249814
## CD95.FAS.AHS0023.pAbO 1 1 2.8787583150
## RORA 1 1 0.0575435099
## CD8A 1 1 0.1922984621
## TRAT1 1 1 0.0796300679
## HLA.DQA1 1 1 0.2673396869
## CCR7.CCR7.AHS0273.pAbO 1 1 0.2936496994
## IL7R 1 1 0.0484883820
## HLA.DQB1 1 1 0.2747579486
## FOXO3 1 1 0.0673704834
## IL12RB2 1 1 0.4889817604
## KLRG1 1 1 0.0340346004
## GLG1 1 1 0.0668810340
## ITK 1 1 1.1416366362
## CD44 1 1 1.4999636899
## TNFSF8 1 1 0.0457636514
## ICOS 1 1 0.2387586944
## CBLB 1 1 0.2075772162
## PSEN1 1 1 0.1064358030
## TIAF1 1 1 0.1125405783
## YBX3 1 1 0.4025035286
## HLA.DMB 1 1 0.1849342269
## HLA.DPB1 1 1 0.4118570566
## DUSP1 1 1 0.1841107289
## GNAI2 1 1 0.2341443163
## IgG.IGHG1_2_3_4.AHS0059.pAbO 1 1 1.3283129300
## GZMH 1 1 0.1347397097
## STAT3 1 1 0.1985873548
## CD18.ITGB2.AHS0091.pAbO 1 1 4.1613662988
## PDIA4 1 1 0.3179127124
## Tim3.HAVCR2.AHS0016.pAbO 1 1 1.9879163788
## ITGAX 1 1 0.8969338623
## FOXO1 1 1 0.0883631633
## CCR1 1 1 0.0778786469
## LEF1 1 1 0.1576708836
## RGS1 1 1 0.6309378047
## CCR6 1 1 0.0621146143
## SPOCK2 1 1 0.0688289331
## CNOT2 1 1 0.5966670116
## TRIB2 1 1 0.2592365599
## CD102.ICAM2.AHS0155.pAbO 1 1 0.3354793440
## PCNA 1 1 1.0850458717
## HMGB2 1 1 0.7524646433
## ANXA5 1 1 1.1804444380
## NINJ2 1 1 0.3017564722
## IFITM3 1 1 0.9685398987
## TARP_refseq 1 1 0.7167277468
## IL4R 1 1 0.7391582540
## CD300A 1 1 0.3571473552
## FAS 1 1 0.4673731912
## TIGIT 1 1 0.3178993996
## IGBP1 1 1 0.3336776444
## IL23R 1 1 0.2093856964
## VNN2 1 1 0.1261084314
## KIT 1 1 0.2559124851
## KIR2DL1 1 1 0.5535014582
## HLA.DPA1 1 1 0.6345248858
## IL18RAP 1 1 0.5632562596
## HLA.DMA 1 1 0.3875932670
## FAM65B 1 1 0.1026373136
## LAT 1 1 0.2104835128
## CD161.DX12.KLRB1.AHS0002.pAbO 1 1 0.4010973460
## CCR5 1 1 0.1429533190
## ITGAL 1 1 0.2114661488
## DPP4 1 1 0.3597276116
## VPS28 1 1 0.2790443834
## CD279.EH12.1.PDCD1.AHS0014.pAbO 1 1 0.3950811726
## ADA 1 1 0.6534491990
## GIMAP5 1 1 0.0837897065
## CCR2 1 1 0.0451535969
## TRAC 1 1 0.2055605913
## CXCR6 1 1 0.2473046620
## LAT2 1 1 0.3506755675
## ITGAE 1 1 0.4688017927
## FYB 1 1 0.2601525478
## IFNGR1 1 1 0.3781729680
## PRDM1 1 1 0.8384914920
## CD244 1 1 0.2266774960
## NCR3 1 1 0.5217343493
## CD94.KLRD1.AHS0085.pAbO 1 1 1.4977263817
## LIPA 1 1 0.5335924047
## PIK3AP1 1 1 0.5955399901
## CD3E 1 1 0.6411971670
## STAT4 1 1 1.1577464221
## ITGAM 1 1 0.7108212839
## XBP1 1 1 1.1441805863
## PDIA6 1 1 0.9460487635
## RPN2 1 1 0.9549659056
## BIN2 1 1 0.3066670095
## GAPDH 1 1 3.2617438357
## IFITM2 1 1 1.3430599648
## IKZF1 1 1 0.4871474711
## ITGA4 1 1 0.3718418269
## CD52 1 1 2.2979505547
## LAP3 1 1 0.9917564480
## CD74 1 1 1.8143742765
## IL18R1 1 1 0.5503184341
## BAX 1 1 0.4536973276
## CD247 1 1 0.5807343717
## LGALS1 1 1 4.2429115043
## KLRC1 1 1 2.5183932657
## ENTPD1 1 1 0.6233647482
## HAVCR2 1 1 2.1544860884
## GZMA 1 1 4.8865113945
## BCL2 1 1 0.4115129149
## CCL5 1 1 3.0692748206
## GIMAP2 1 1 0.1515785694
## LYN 1 1 0.6996988837
## KLRF1 1 1 0.5809819563
## RUNX3 1 1 1.0526301104
## IL32 1 1 3.3883445708
## CASP3 1 1 0.7227179345
## ITGB2 1 1 0.8672594386
## FYN 1 1 1.3816839108
## APOBEC3G 1 1 1.4075017633
## GNLY 1 1 5.3639309804
## PIK3IP1 1 1 0.1075453678
## CCND2 1 1 1.5826255712
## CD37 1 1 0.5333190293
## CD335.NCR1.AHS0068.pAbO 1 1 0.5528050049
## FCER1G 1 1 2.9841909084
## TNFSF10 1 1 2.7630437354
## S100A10 1 1 1.8836011307
## CASP5 1 1 0.6551421160
## LCK 1 1 0.7235736270
## BTG1 1 1 1.8707363560
## KLRB1 1 1 0.9717833525
## CD48 1 1 1.9904969976
## TRDC 1 1 1.2061872076
## CTSW 1 1 2.0908340167
## FCGR3A 1 1 1.1757972053
## GZMK 1 1 1.0324456810
## KLRK1 1 1 0.9911399896
## TXK 1 1 0.4570080804
## CD2 1 1 1.9981505285
## SELPLG 1 1 0.5202410438
## LAMP1 1 1 1.3925495391
## ARL4C 1 1 0.3834809344
## TRBC2 1 1 1.9756117970
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 1 1 0.5553561616
## IL2RB 1 1 3.1039669357
## PTPRC 1 1 1.3487954665
## DOCK8 1 1 1.1336519652
## CST7 1 1 2.1305923680
## CD63 1 1 2.9900433915
## CXCR4 1 1 0.6726874350
## PRF1 1 1 3.2413649140
## NKG7 1 1 3.1757637079
## HLA.A 1 1 3.9360785401
## HLA.C 1 1 4.6594651012
## other.average self.detected
## CSF2 1.770783e+00 0.9974489796
## IFNG 1.691901e+00 0.9738520408
## CCL4 4.707255e+00 1.0000000000
## CCL3 3.124557e+00 0.9942602041
## XCL1 6.541468e-01 0.8737244898
## MYC 1.409825e+00 0.9610969388
## IER3 3.349708e-01 0.8061224490
## TNF 1.831352e+00 0.9757653061
## CD4.SK3.CD4.AHS0032.pAbO 1.786246e-01 0.9674744898
## ICAM1 9.229900e-01 0.9355867347
## BCL2A1 6.701344e-01 0.8309948980
## EGR3 4.384087e-01 0.7264030612
## CCL1 3.923844e-01 0.6530612245
## CD81.CD81.AHS0021.pAbO 2.441269e+00 1.0000000000
## DUSP2 1.336882e+00 0.9113520408
## NAMPT 1.144993e+00 0.8960459184
## GZMB 5.115770e+00 1.0000000000
## CD69.CD69.AHS0010.pAbO 2.192988e+00 1.0000000000
## FOSB 1.910605e-01 0.4260204082
## CD152.CTLA4.AHS0017.pAbO 8.855691e-01 1.0000000000
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 6.772857e-01 0.9980867347
## FASLG 2.333079e-01 0.4923469388
## EGR1 3.865506e-01 0.4719387755
## IgM.IGHM.AHS0198.pAbO 2.477536e-01 0.9821428571
## IRF8 2.359116e+00 0.9770408163
## BIRC3 1.633089e+00 0.9413265306
## LIF 1.052461e-01 0.3144132653
## TNFSF14 9.094087e-01 0.8163265306
## IRF4 3.313157e-01 0.4700255102
## CD226.CD226.AHS0079.pAbO 8.757511e-01 0.9987244898
## IL13 1.144097e-01 0.2716836735
## CD26.DPP4.AHS0109.pAbO 3.495464e+00 1.0000000000
## TBX21 6.874935e-01 0.7404336735
## CD7.CD7.AHS0043.pAbO 3.734559e+00 1.0000000000
## STAT5A 2.404656e-01 0.4056122449
## CD1D.CD1D.AHS0219.pAbO 6.607762e-01 0.9987244898
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 3.047402e-01 0.9802295918
## ZBED2 8.762551e-02 0.2200255102
## FOSL1 3.144085e-02 0.1811224490
## SEMA7A 5.750448e-02 0.2059948980
## IL3 8.960692e-02 0.2091836735
## JUN 3.006082e-01 0.4139030612
## C10orf54 2.074945e-01 0.3399234694
## CD314.KLRK1.AHS0065.pAbO 1.505728e+00 1.0000000000
## LTA 1.648911e-01 0.2570153061
## CD215.IL15RA.AHS0212.pAbO 7.234506e-01 0.9993622449
## BACH2 7.844605e-02 0.1811224490
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 6.634969e-01 0.9980867347
## CD80 1.450121e-01 0.2264030612
## KIAA0101 5.557086e-01 0.4534438776
## CD22.CD22.AHS0195.pAbO 1.555359e-01 0.9170918367
## CD14.MPHIP9.CD14.AHS0037.pAbO 1.330982e-01 0.8832908163
## FTH1 1.076698e-01 0.1843112245
## JUNB 3.637093e-02 0.1071428571
## CD45RO.PTPRC.AHS0036.pAbO 2.284224e-01 0.9036989796
## TYMS 1.313716e+00 0.6798469388
## CD127.IL7R.AHS0028.pAbO 3.194747e-01 0.9872448980
## TNFRSF8 6.708363e-02 0.1250000000
## CD40LG 5.258185e-02 0.1090561224
## CD38.HIT2.CD38.AHS0022.pAbO 2.533227e+00 1.0000000000
## CD9 1.347255e-01 0.1753826531
## TK1 3.533005e-01 0.3233418367
## CD69 1.577488e+00 0.8367346939
## IL4 4.671910e-02 0.0848214286
## CD5.UCHT2.CD5.AHS0047.pAbO 1.079137e-01 0.7627551020
## FN1 1.397912e-01 0.1479591837
## CD34.581.CD34.AHS0061.pAbO 1.897364e-01 0.9394132653
## TNFRSF1B 4.075063e-01 0.4553571429
## LAIR2 2.474187e-01 0.2423469388
## CD39.ENTPD1.AHS0006.pAbO 1.762198e+00 1.0000000000
## CD45RA.HI100.PTPRC.AHS0009.pAbO 1.069567e+00 0.9929846939
## CD70 7.691703e-01 0.5790816327
## AURKB 4.239449e-01 0.3029336735
## CD25.2A3.IL2RA.AHS0026.pAbO 3.091111e-01 0.9196428571
## CD27.L128.CD27.AHS0249.pAbO 7.694161e-02 0.6938775510
## CCNB1 2.560266e-01 0.2315051020
## CD40.CD40.AHS0117.pAbO 1.362669e-02 0.2251275510
## MCM4 3.590635e-01 0.3622448980
## UBE2C 3.457555e-01 0.2417091837
## PTTG2 2.904332e-01 0.2984693878
## CD19.SJ25C1.CD19.AHS0030.pAbO 1.400676e-01 0.8475765306
## CD274 1.978142e-02 0.0484693878
## DUSP4 6.387823e-01 0.5822704082
## MGST1 1.175713e-01 0.1186224490
## IL1RN 1.261544e-02 0.0369897959
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 1.329163e-01 0.8647959184
## IL15RA 1.603206e-01 0.1855867347
## MZB1 3.942385e-01 0.3788265306
## IL2 7.726279e-03 0.0248724490
## CD72 2.360334e-02 0.0414540816
## IL1RL1 5.649491e-02 0.0707908163
## MKI67 6.418189e-02 0.0822704082
## IL3RA 5.365388e-02 0.0605867347
## IGKC 6.185020e-02 0.0497448980
## IL6 1.180116e-02 0.0223214286
## FOXP1 2.062212e-02 0.0318877551
## CXCL8 1.122254e-02 0.0178571429
## AIM2 2.045504e-02 0.0325255102
## IgD.IGHD.AHS0058.pAbO 8.716978e-02 0.7391581633
## IL1B 3.376942e-03 0.0133928571
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 2.957247e+00 1.0000000000
## TNFRSF9 1.311984e-02 0.0242346939
## GATA3 1.224639e-02 0.0197704082
## TMEM97 2.958559e-01 0.2908163265
## CLEC2D 1.201120e-01 0.1256377551
## SELL 5.756513e-02 0.0522959184
## RORC 2.822008e-02 0.0223214286
## CD200 1.885486e-03 0.0076530612
## POU2AF1 4.740510e-04 0.0063775510
## FUT4 6.384504e-02 0.0669642857
## TOP2A 6.978466e-01 0.3909438776
## BCL6 1.399953e-02 0.0165816327
## LAMP3 9.411966e-03 0.0133928571
## CCL20 3.288620e-03 0.0051020408
## PYCR1 5.331105e-02 0.0573979592
## QPCT 2.274529e-02 0.0229591837
## ZBTB16 6.650721e-02 0.0656887755
## IL31 0.000000e+00 0.0025510204
## IL6R 0.000000e+00 0.0025510204
## CXCL5 5.156669e-02 0.0535714286
## CD79A 1.830420e-03 0.0038265306
## NT5E 2.778029e-03 0.0044642857
## CD21.B.LY4.CR2.AHS0074.pAbO 4.978659e-02 0.5293367347
## LILRB4 7.418764e-05 0.0019132653
## CD24 3.244964e-03 0.0038265306
## PAX5 1.451143e-03 0.0025510204
## CLEC4D 3.077958e-04 0.0012755102
## IL9R 4.667754e-03 0.0057397959
## IL5 1.490923e-02 0.0076530612
## CCL2 5.626444e-04 0.0012755102
## SLAMF1 1.657489e-03 0.0025510204
## SLC25A37 6.329187e-03 0.0070153061
## CD163 0.000000e+00 0.0006377551
## CD36 0.000000e+00 0.0006377551
## CLEC4E 0.000000e+00 0.0006377551
## CMKLR1 0.000000e+00 0.0006377551
## IL1R2 0.000000e+00 0.0006377551
## CTSG 5.442623e-03 0.0063775510
## THBD 8.646374e-05 0.0006377551
## ARG1 6.040845e-05 0.0006377551
## MITF 1.432023e-04 0.0006377551
## TLR7 6.746398e-04 0.0012755102
## RNASE2 1.262626e-04 0.0006377551
## SPP1 2.348558e-04 0.0006377551
## CSF3 1.302746e-04 0.0006377551
## IL22 5.046447e-03 0.0025510204
## S100A9 1.317741e-03 0.0019132653
## TREM1 2.233607e-04 0.0006377551
## SLC7A7 4.498938e-04 0.0006377551
## TNFRSF25 3.853502e-03 0.0038265306
## HLA.DRB3 9.572224e-04 0.0012755102
## CXCL10 2.889402e-03 0.0019132653
## CD28 1.132077e-03 0.0012755102
## VSIG4 3.010410e-04 0.0006377551
## LY86 5.628464e-04 0.0006377551
## ZAP70 9.604234e-03 0.0095663265
## IL12A 2.311411e-03 0.0025510204
## ALAS2 0.000000e+00 0.0000000000
## AOC3 0.000000e+00 0.0000000000
## APOE 0.000000e+00 0.0000000000
## AQP9 0.000000e+00 0.0000000000
## BLK 0.000000e+00 0.0000000000
## BLNK 0.000000e+00 0.0000000000
## BPI 0.000000e+00 0.0000000000
## C1QA 0.000000e+00 0.0000000000
## C1QB 0.000000e+00 0.0000000000
## CCL13 0.000000e+00 0.0000000000
## CCL17 0.000000e+00 0.0000000000
## CCL19 0.000000e+00 0.0000000000
## CCR9 0.000000e+00 0.0000000000
## CD1B 0.000000e+00 0.0000000000
## CD1C 0.000000e+00 0.0000000000
## CD209 0.000000e+00 0.0000000000
## CD34 0.000000e+00 0.0000000000
## CEACAM8 0.000000e+00 0.0000000000
## CHI3L1 0.000000e+00 0.0000000000
## CLC 0.000000e+00 0.0000000000
## CLEC10A 0.000000e+00 0.0000000000
## CNTNAP3 0.000000e+00 0.0000000000
## CPA3 0.000000e+00 0.0000000000
## CR2 0.000000e+00 0.0000000000
## CXCL1 0.000000e+00 0.0000000000
## CXCL11 0.000000e+00 0.0000000000
## CXCL13 0.000000e+00 0.0000000000
## CXCL3 0.000000e+00 0.0000000000
## DEFA3 0.000000e+00 0.0000000000
## DEFA4 0.000000e+00 0.0000000000
## EBF1 0.000000e+00 0.0000000000
## ELANE 0.000000e+00 0.0000000000
## EPX 0.000000e+00 0.0000000000
## F13A1 0.000000e+00 0.0000000000
## F5 0.000000e+00 0.0000000000
## FAM129C 0.000000e+00 0.0000000000
## FCER1A 0.000000e+00 0.0000000000
## FCER2 0.000000e+00 0.0000000000
## FCN1 0.000000e+00 0.0000000000
## FLT3 0.000000e+00 0.0000000000
## GHR 0.000000e+00 0.0000000000
## IFNA1 0.000000e+00 0.0000000000
## IGHD_membrane 0.000000e+00 0.0000000000
## IGHE_secreted 0.000000e+00 0.0000000000
## IGHG1_membrane 0.000000e+00 0.0000000000
## IGHG1_secreted 0.000000e+00 0.0000000000
## IGHG2_secreted 0.000000e+00 0.0000000000
## IGHG3_secreted 0.000000e+00 0.0000000000
## IGHG4_secreted 0.000000e+00 0.0000000000
## IGLC3 0.000000e+00 0.0000000000
## IL17A 0.000000e+00 0.0000000000
## IL21 0.000000e+00 0.0000000000
## IL25 0.000000e+00 0.0000000000
## IL33 0.000000e+00 0.0000000000
## IL9 0.000000e+00 0.0000000000
## JCHAIN 0.000000e+00 0.0000000000
## LRRC32 0.000000e+00 0.0000000000
## MME 0.000000e+00 0.0000000000
## MMP12 0.000000e+00 0.0000000000
## MS4A1 0.000000e+00 0.0000000000
## S100A12 0.000000e+00 0.0000000000
## TCL1A 0.000000e+00 0.0000000000
## TNFRSF17 0.000000e+00 0.0000000000
## TPSAB1 0.000000e+00 0.0000000000
## VPREB3 0.000000e+00 0.0000000000
## AZU1 4.654714e-05 0.0000000000
## CD40 7.007832e-05 0.0000000000
## TLR8 8.561577e-05 0.0000000000
## TNFRSF13C 5.432312e-05 0.0000000000
## NRP1 1.897316e-02 0.0159438776
## CD22 1.390573e-04 0.0000000000
## GZMM 1.014486e-04 0.0000000000
## MMP9 8.830388e-05 0.0000000000
## PI3 1.561012e-04 0.0000000000
## CCR4 7.114444e-05 0.0000000000
## CD4 1.570709e-04 0.0000000000
## CCR10 1.365793e-04 0.0000000000
## IL17F 8.899205e-05 0.0000000000
## BTLA 2.761167e-04 0.0000000000
## CCL22 1.918313e-04 0.0000000000
## KCNE3 1.191300e-04 0.0000000000
## PDCD1 1.942102e-04 0.0000000000
## TGFBI 9.817577e-04 0.0006377551
## CXCL2 5.327199e-04 0.0000000000
## IER5 1.867317e-02 0.0165816327
## CXCL9 4.658886e-04 0.0000000000
## TNFRSF18 1.759597e-03 0.0012755102
## HMMR 2.246810e-01 0.1721938776
## CXCR2 6.936564e-04 0.0000000000
## IGHA1_secreted 5.873790e-04 0.0000000000
## ADGRE1 6.044868e-04 0.0000000000
## VMO1 5.505331e-04 0.0000000000
## CXCR5 1.450340e-03 0.0006377551
## TGFB1 1.168389e-02 0.0095663265
## IGHM_secreted 7.351848e-04 0.0000000000
## CXCR1 9.685812e-04 0.0000000000
## CD1A 1.996228e-03 0.0012755102
## CD14 8.678808e-04 0.0000000000
## TNFRSF4 1.087826e-03 0.0000000000
## TLR9 9.496884e-04 0.0000000000
## CCR7 6.585367e-03 0.0025510204
## CXCL16 1.940483e-02 0.0172193878
## TCF7 1.508456e-03 0.0000000000
## TGFB3 1.764558e-03 0.0000000000
## TLR2 4.282290e-03 0.0019132653
## TCF4 3.161285e-03 0.0012755102
## LTB 9.480625e-03 0.0070153061
## CD5 4.261171e-03 0.0012755102
## IGHM_membrane 3.730094e-03 0.0006377551
## CMTM2 1.223549e-02 0.0076530612
## SNCA 3.447806e-02 0.0280612245
## CD27 4.961030e-03 0.0012755102
## TNFSF13 2.341103e-02 0.0191326531
## B3GAT1 1.359941e-02 0.0076530612
## CD3G 1.182281e-02 0.0063775510
## THBS1 3.285024e-02 0.0216836735
## CD160 5.132836e-02 0.0369897959
## IL12RB1 7.669354e-02 0.0720663265
## RNASE6 2.512027e-02 0.0184948980
## ZNF683 2.093859e-02 0.0140306122
## IKZF2 7.138772e-02 0.0605867347
## STAT6 2.553224e-02 0.0172193878
## TSPAN32 4.097657e-02 0.0306122449
## PTGDR2 1.897411e-02 0.0057397959
## GIMAP7 1.613949e-02 0.0070153061
## CD79B 2.390693e-02 0.0114795918
## CTSD 1.331236e-01 0.1198979592
## CD6 1.616618e-02 0.0025510204
## CD3.SK7.CD3E.AHS0033.pAbO 1.404642e-01 0.8131377551
## CCR8 1.603934e-02 0.0057397959
## CTLA4 7.468455e-02 0.0478316327
## ATF6B 5.525297e-02 0.0427295918
## ADGRG3 4.627488e-02 0.0299744898
## CD103.ITGAE.AHS0001.pAbO 7.263091e-02 0.6403061224
## CX3CR1 5.678985e-02 0.0248724490
## PECAM1 2.110605e-01 0.1836734694
## CD8B 2.862339e-02 0.0108418367
## CD3D 2.020006e-01 0.0854591837
## CCR3 2.788992e-02 0.0063775510
## VEGFA 2.643863e-01 0.2117346939
## KLRC4 5.104691e-02 0.0274234694
## S1PR1 7.006786e-02 0.0389030612
## LGALS9 5.961194e-02 0.0395408163
## MCM2 5.214364e-01 0.4081632653
## CD38 8.912682e-02 0.0695153061
## TNFSF13B 6.357881e-02 0.0452806122
## PMCH 2.893595e-01 0.1326530612
## CD86 2.708193e-01 0.2072704082
## OAS1 9.900222e-02 0.0739795918
## CD8.SK1.CD8A.AHS0228.pAbO 5.310803e-01 0.9483418367
## CX3CR1.CX3CR1.AHS0125.pAbO 5.691702e-02 0.5631377551
## KDELR1 5.786494e-02 0.0376275510
## IL18 1.042279e-01 0.0739795918
## IL15 9.910577e-02 0.0682397959
## EOMES 4.424971e-02 0.0204081633
## NCAM1 5.535305e-02 0.0293367347
## CHI3L2 6.716700e-02 0.0344387755
## BCL11B 1.049327e-01 0.0739795918
## CXCR3 2.552966e-01 0.2302295918
## CD28.CD28.2.CD28.AHS0024.pAbO 1.467060e-01 0.8705357143
## CD33 1.984137e-01 0.1690051020
## HLA.DRA 7.950321e-01 0.4897959184
## FOXP3 6.780184e-02 0.0216836735
## LAG3 5.462495e-02 0.0267857143
## GAB2 1.763922e-01 0.1422193878
## IL2RA 2.028295e+00 0.9394132653
## PASK 1.249372e-01 0.0867346939
## FBXO22 1.911685e-01 0.1632653061
## STAT1 1.735928e-01 0.1320153061
## CD7 2.450817e-01 0.2008928571
## CD2.CD2.AHS0029.pAbO 3.531743e+00 1.0000000000
## KLRC3 4.992820e-01 0.3998724490
## LGALS3 6.856231e-01 0.4687500000
## CD33.WM53.CD33.AHS0044.pAbO 3.324176e-01 0.8278061224
## CD95.FAS.AHS0023.pAbO 2.918069e+00 1.0000000000
## RORA 1.423626e-01 0.0829081633
## CD8A 3.613619e-01 0.1849489796
## TRAT1 1.836844e-01 0.0950255102
## HLA.DQA1 4.438180e-01 0.2506377551
## CCR7.CCR7.AHS0273.pAbO 3.072102e-01 0.9789540816
## IL7R 1.985981e-01 0.0535714286
## HLA.DQB1 4.436787e-01 0.2965561224
## FOXO3 1.705435e-01 0.0994897959
## IL12RB2 6.642163e-01 0.5389030612
## KLRG1 1.327089e-01 0.0516581633
## GLG1 1.717965e-01 0.0982142857
## ITK 1.215827e+00 0.8431122449
## CD44 1.593238e+00 0.8698979592
## TNFSF8 1.589212e-01 0.0580357143
## ICOS 3.879839e-01 0.2959183673
## CBLB 3.659818e-01 0.2755102041
## PSEN1 2.472159e-01 0.1639030612
## TIAF1 2.497193e-01 0.1607142857
## YBX3 5.854206e-01 0.4451530612
## HLA.DMB 3.654123e-01 0.2614795918
## HLA.DPB1 6.504917e-01 0.4368622449
## DUSP1 3.827468e-01 0.2123724490
## GNAI2 4.030415e-01 0.3227040816
## IgG.IGHG1_2_3_4.AHS0059.pAbO 1.435531e+00 1.0000000000
## GZMH 3.162564e-01 0.1721938776
## STAT3 3.700195e-01 0.2684948980
## CD18.ITGB2.AHS0091.pAbO 4.255566e+00 1.0000000000
## PDIA4 5.099212e-01 0.4107142857
## Tim3.HAVCR2.AHS0016.pAbO 2.070903e+00 1.0000000000
## ITGAX 1.161758e+00 0.7123724490
## FOXO1 2.824596e-01 0.1179846939
## CCR1 2.426737e-01 0.1090561224
## LEF1 4.066832e-01 0.1951530612
## RGS1 9.640505e-01 0.4974489796
## CCR6 2.661012e-01 0.0860969388
## SPOCK2 2.903614e-01 0.0867346939
## CNOT2 7.934243e-01 0.6377551020
## TRIB2 5.082140e-01 0.3169642857
## CD102.ICAM2.AHS0155.pAbO 3.943930e-01 0.9585459184
## PCNA 1.454653e+00 0.6855867347
## HMGB2 1.125296e+00 0.5427295918
## ANXA5 1.356178e+00 0.8533163265
## NINJ2 5.586873e-01 0.3845663265
## IFITM3 1.251574e+00 0.7538265306
## TARP_refseq 9.396134e-01 0.6441326531
## IL4R 9.516835e-01 0.7085459184
## CD300A 6.244059e-01 0.4100765306
## FAS 7.158060e-01 0.5338010204
## TIGIT 6.022125e-01 0.3673469388
## IGBP1 5.904476e-01 0.4426020408
## IL23R 4.742448e-01 0.2920918367
## VNN2 3.792974e-01 0.1779336735
## KIT 6.403682e-01 0.2614795918
## KIR2DL1 1.034921e+00 0.4655612245
## HLA.DPA1 9.551272e-01 0.5943877551
## IL18RAP 8.609321e-01 0.5905612245
## HLA.DMA 6.981679e-01 0.4623724490
## FAM65B 3.704284e-01 0.1371173469
## LAT 4.888103e-01 0.2806122449
## CD161.DX12.KLRB1.AHS0002.pAbO 4.822596e-01 0.9789540816
## CCR5 4.208798e-01 0.1977040816
## ITGAL 4.960264e-01 0.2857142857
## DPP4 6.562034e-01 0.4547193878
## VPS28 5.641265e-01 0.3737244898
## CD279.EH12.1.PDCD1.AHS0014.pAbO 6.226936e-01 0.9719387755
## ADA 9.548380e-01 0.6403061224
## GIMAP5 3.709334e-01 0.1192602041
## CCR2 3.398473e-01 0.0656887755
## TRAC 5.444926e-01 0.2468112245
## CXCR6 6.806879e-01 0.2366071429
## LAT2 6.819722e-01 0.4145408163
## ITGAE 8.088795e-01 0.5127551020
## FYB 6.075335e-01 0.3316326531
## IFNGR1 7.407710e-01 0.4515306122
## PRDM1 1.182012e+00 0.7079081633
## CD244 5.738391e-01 0.2895408163
## NCR3 9.031260e-01 0.5739795918
## CD94.KLRD1.AHS0085.pAbO 1.846907e+00 0.9993622449
## LIPA 8.781281e-01 0.6084183673
## PIK3AP1 1.058249e+00 0.5153061224
## CD3E 1.094875e+00 0.5975765306
## STAT4 1.470124e+00 0.8520408163
## ITGAM 1.079867e+00 0.6945153061
## XBP1 1.509060e+00 0.8278061224
## PDIA6 1.290978e+00 0.8054846939
## RPN2 1.283915e+00 0.8252551020
## BIN2 7.134831e-01 0.4030612245
## GAPDH 3.598739e+00 0.9974489796
## IFITM2 1.765861e+00 0.8794642857
## IKZF1 9.278407e-01 0.5261479592
## ITGA4 8.605130e-01 0.4349489796
## CD52 2.804096e+00 0.9687500000
## LAP3 1.385045e+00 0.8252551020
## CD74 2.413432e+00 0.9158163265
## IL18R1 1.054965e+00 0.5688775510
## BAX 9.568067e-01 0.5261479592
## CD247 1.070736e+00 0.6090561224
## LGALS1 4.826455e+00 1.0000000000
## KLRC1 2.977554e+00 0.9751275510
## ENTPD1 1.174489e+00 0.5937500000
## HAVCR2 2.632479e+00 0.9751275510
## GZMA 5.470671e+00 0.9987244898
## BCL2 9.700425e-01 0.4630102041
## CCL5 3.870905e+00 0.9700255102
## GIMAP2 6.748369e-01 0.2066326531
## LYN 1.198677e+00 0.6843112245
## KLRF1 1.355197e+00 0.5369897959
## RUNX3 1.602907e+00 0.8207908163
## IL32 4.187459e+00 0.9489795918
## CASP3 1.244835e+00 0.6970663265
## ITGB2 1.532570e+00 0.7353316327
## FYN 2.002315e+00 0.9005102041
## APOBEC3G 1.990731e+00 0.9036989796
## GNLY 6.086949e+00 1.0000000000
## PIK3IP1 9.010558e-01 0.1415816327
## CCND2 2.176653e+00 0.9387755102
## CD37 1.189085e+00 0.6039540816
## CD335.NCR1.AHS0068.pAbO 8.642209e-01 0.9904336735
## FCER1G 3.643935e+00 0.9891581633
## TNFSF10 3.481401e+00 0.9878826531
## S100A10 2.474667e+00 0.9655612245
## CASP5 1.288607e+00 0.6811224490
## LCK 1.444688e+00 0.6817602041
## BTG1 2.634391e+00 0.9464285714
## KLRB1 2.266462e+00 0.6632653061
## CD48 2.695887e+00 0.9636479592
## TRDC 2.096781e+00 0.8156887755
## CTSW 2.756580e+00 0.9789540816
## FCGR3A 2.669901e+00 0.6875000000
## GZMK 2.282497e+00 0.7327806122
## KLRK1 1.765600e+00 0.8131377551
## TXK 1.358053e+00 0.4910714286
## CD2 3.083081e+00 0.9381377551
## SELPLG 1.523490e+00 0.5153061224
## LAMP1 2.171592e+00 0.9298469388
## ARL4C 1.360435e+00 0.4164540816
## TRBC2 2.760516e+00 0.9808673469
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 1.328561e+00 0.9987244898
## IL2RB 4.088931e+00 0.9974489796
## PTPRC 2.228520e+00 0.9202806122
## DOCK8 2.070137e+00 0.8718112245
## CST7 3.108226e+00 0.9757653061
## CD63 3.946055e+00 0.9968112245
## CXCR4 2.479211e+00 0.5816326531
## PRF1 4.235442e+00 0.9987244898
## NKG7 4.327158e+00 0.9929846939
## HLA.A 4.894556e+00 1.0000000000
## HLA.C 5.703335e+00 1.0000000000
## other.detected mean.logFC.cohen
## CSF2 7.518493e-01 2.4690510523
## IFNG 7.925843e-01 1.7817971436
## CCL4 9.942346e-01 2.0210115699
## CCL3 9.261477e-01 1.6323819655
## XCL1 3.976202e-01 1.2852179976
## MYC 6.463277e-01 1.2977184095
## IER3 2.663529e-01 1.2167656096
## TNF 7.827030e-01 1.1528330861
## CD4.SK3.CD4.AHS0032.pAbO 7.927613e-01 0.9118040898
## ICAM1 5.703720e-01 1.0397565075
## BCL2A1 4.069900e-01 1.0697103782
## EGR3 2.262418e-01 1.0038970058
## CCL1 2.587854e-01 1.1436935058
## CD81.CD81.AHS0021.pAbO 1.000000e+00 0.9556028766
## DUSP2 5.869517e-01 0.8895825618
## NAMPT 6.071566e-01 0.6378771448
## GZMB 9.967404e-01 0.5695859768
## CD69.CD69.AHS0010.pAbO 1.000000e+00 0.4840789533
## FOSB 1.344745e-01 0.4827621290
## CD152.CTLA4.AHS0017.pAbO 9.999225e-01 0.4686166582
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 9.924318e-01 0.4602866144
## FASLG 2.018121e-01 0.3957520216
## EGR1 2.290336e-01 0.4708594098
## IgM.IGHM.AHS0198.pAbO 9.597969e-01 0.3538273778
## IRF8 8.828280e-01 0.4422915936
## BIRC3 7.867210e-01 0.4240387292
## LIF 9.396115e-02 0.4614069778
## TNFSF14 5.804357e-01 0.3850949729
## IRF4 2.287691e-01 0.3325892675
## CD226.CD226.AHS0079.pAbO 9.921805e-01 0.3849717564
## IL13 6.896870e-02 0.5068113938
## CD26.DPP4.AHS0109.pAbO 1.000000e+00 0.3390966792
## TBX21 4.767826e-01 0.3385961052
## CD7.CD7.AHS0043.pAbO 1.000000e+00 0.2499005539
## STAT5A 2.087565e-01 0.2242865527
## CD1D.CD1D.AHS0219.pAbO 9.984511e-01 0.2731763210
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 9.798920e-01 0.2060864530
## ZBED2 6.413737e-02 0.4007143822
## FOSL1 3.295072e-02 0.3684729407
## SEMA7A 5.647334e-02 0.3154446959
## IL3 7.195850e-02 0.4461899041
## JUN 2.327126e-01 0.1370910288
## C10orf54 1.770322e-01 0.1424758180
## CD314.KLRK1.AHS0065.pAbO 9.998150e-01 0.2378057536
## LTA 1.335307e-01 0.1907382519
## CD215.IL15RA.AHS0212.pAbO 9.985515e-01 0.1988133815
## BACH2 6.818337e-02 0.1936142687
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 9.970258e-01 0.1935622717
## CD80 1.263908e-01 0.0705188721
## KIAA0101 3.146917e-01 0.1248133288
## CD22.CD22.AHS0195.pAbO 8.776918e-01 0.1302820774
## CD14.MPHIP9.CD14.AHS0037.pAbO 8.338653e-01 0.1074711163
## FTH1 1.019107e-01 0.0435159731
## JUNB 3.688773e-02 0.1523572982
## CD45RO.PTPRC.AHS0036.pAbO 8.666433e-01 0.1111882644
## TYMS 5.406776e-01 0.0634693453
## CD127.IL7R.AHS0028.pAbO 9.798547e-01 0.0933148344
## TNFRSF8 5.821547e-02 0.1330857129
## CD40LG 4.503571e-02 0.1982017613
## CD38.HIT2.CD38.AHS0022.pAbO 1.000000e+00 0.0808830485
## CD9 1.060524e-01 0.0483697170
## TK1 2.292664e-01 0.1054213574
## CD69 7.509703e-01 0.1746452317
## IL4 2.956399e-02 0.2114510320
## CD5.UCHT2.CD5.AHS0047.pAbO 7.049856e-01 -0.0153446492
## FN1 9.112383e-02 0.0641353814
## CD34.581.CD34.AHS0061.pAbO 9.181706e-01 0.0925955224
## TNFRSF1B 3.256601e-01 -0.0421013920
## LAIR2 1.747562e-01 -0.0348310669
## CD39.ENTPD1.AHS0006.pAbO 9.993310e-01 0.0919207165
## CD45RA.HI100.PTPRC.AHS0009.pAbO 9.903904e-01 0.0777660317
## CD70 4.487418e-01 -0.0012155596
## AURKB 2.272763e-01 0.0729625662
## CD25.2A3.IL2RA.AHS0026.pAbO 9.116541e-01 0.0234937066
## CD27.L128.CD27.AHS0249.pAbO 6.388323e-01 0.0096650582
## CCNB1 1.692972e-01 0.0308721514
## CD40.CD40.AHS0117.pAbO 1.822922e-01 0.0730394356
## MCM4 2.680918e-01 -0.0467965450
## UBE2C 1.854236e-01 0.0945039672
## PTTG2 2.284890e-01 -0.0572918917
## CD19.SJ25C1.CD19.AHS0030.pAbO 8.271125e-01 0.0404681672
## CD274 1.948167e-02 0.0760445853
## DUSP4 4.394270e-01 -0.0577935685
## MGST1 8.718788e-02 -0.0041919924
## IL1RN 1.193907e-02 0.1261908555
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 8.378538e-01 0.0320951694
## IL15RA 1.485962e-01 -0.0797818531
## MZB1 2.982991e-01 -0.0825102421
## IL2 5.926871e-03 0.1460780466
## CD72 2.252311e-02 0.0233541552
## IL1RL1 5.190743e-02 -0.0420667777
## MKI67 6.433563e-02 0.0100862028
## IL3RA 4.605679e-02 -0.0356931704
## IGKC 3.658718e-02 0.0093361999
## IL6 1.070379e-02 0.0973196660
## FOXP1 2.002522e-02 0.0010558137
## CXCL8 6.486885e-03 0.0725564763
## AIM2 2.082849e-02 0.0087660948
## IgD.IGHD.AHS0058.pAbO 7.099739e-01 0.0120745342
## IL1B 3.037245e-03 0.1033113615
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 1.000000e+00 0.0417173158
## TNFRSF9 1.492740e-02 0.0434831532
## GATA3 1.071219e-02 0.0068551710
## TMEM97 2.406512e-01 -0.0892225294
## CLEC2D 1.083186e-01 -0.0974661587
## SELL 4.397398e-02 -0.0485848473
## RORC 1.551020e-02 0.0914664017
## CD200 1.678667e-03 0.0625643829
## POU2AF1 4.323301e-04 0.0823653846
## FUT4 5.821310e-02 -0.0928136854
## TOP2A 3.384228e-01 -0.0194950814
## BCL6 1.236046e-02 -0.0383135946
## LAMP3 9.334335e-03 0.0083777285
## CCL20 2.117575e-03 0.0409548047
## PYCR1 5.269046e-02 -0.0685055033
## QPCT 2.007299e-02 -0.0305303451
## ZBTB16 6.015288e-02 -0.1076604936
## IL31 0.000000e+00 0.0598233077
## IL6R 0.000000e+00 0.0688206843
## CXCL5 4.933877e-02 -0.0902217770
## CD79A 1.489164e-03 0.0168220052
## NT5E 2.140322e-03 0.0210275027
## CD21.B.LY4.CR2.AHS0074.pAbO 5.102028e-01 -0.0009548340
## LILRB4 1.007049e-04 0.0553163829
## CD24 2.820835e-03 -0.0067962988
## PAX5 1.625911e-03 0.0043812902
## CLEC4D 3.563886e-04 0.0254955645
## IL9R 4.829884e-03 -0.0068966768
## IL5 6.823060e-03 -0.0042226652
## CCL2 5.414024e-04 0.0296923024
## SLAMF1 1.844201e-03 0.0064833387
## SLC25A37 6.316681e-03 -0.0398020354
## CD163 0.000000e+00 0.0357142857
## CD36 0.000000e+00 0.0357142857
## CLEC4E 0.000000e+00 0.0357142857
## CMKLR1 0.000000e+00 0.0357142857
## IL1R2 0.000000e+00 0.0357142857
## CTSG 5.712628e-03 0.0038296957
## THBD 7.748935e-05 0.0308704907
## ARG1 7.748935e-05 0.0287548876
## MITF 7.748935e-05 0.0247752047
## TLR7 7.400555e-04 0.0275879912
## RNASE2 1.781943e-04 0.0210295856
## SPP1 1.781943e-04 0.0142082622
## CSF3 1.850139e-04 0.0259451536
## IL22 2.100566e-03 0.0140885602
## S100A9 1.557460e-03 -0.0012549484
## TREM1 2.841710e-04 0.0194163207
## SLC7A7 3.754976e-04 0.0118143516
## TNFRSF25 3.589517e-03 0.0132978101
## HLA.DRB3 1.056692e-03 -0.0023696150
## CXCL10 1.706982e-03 -0.0274939635
## CD28 1.090637e-03 0.0007620951
## VSIG4 4.639131e-04 0.0107791893
## LY86 4.678351e-04 0.0009601815
## ZAP70 9.390249e-03 -0.0372077731
## IL12A 2.459855e-03 -0.0129383096
## ALAS2 0.000000e+00 0.0000000000
## AOC3 0.000000e+00 0.0000000000
## APOE 0.000000e+00 0.0000000000
## AQP9 0.000000e+00 0.0000000000
## BLK 0.000000e+00 0.0000000000
## BLNK 0.000000e+00 0.0000000000
## BPI 0.000000e+00 0.0000000000
## C1QA 0.000000e+00 0.0000000000
## C1QB 0.000000e+00 0.0000000000
## CCL13 0.000000e+00 0.0000000000
## CCL17 0.000000e+00 0.0000000000
## CCL19 0.000000e+00 0.0000000000
## CCR9 0.000000e+00 0.0000000000
## CD1B 0.000000e+00 0.0000000000
## CD1C 0.000000e+00 0.0000000000
## CD209 0.000000e+00 0.0000000000
## CD34 0.000000e+00 0.0000000000
## CEACAM8 0.000000e+00 0.0000000000
## CHI3L1 0.000000e+00 0.0000000000
## CLC 0.000000e+00 0.0000000000
## CLEC10A 0.000000e+00 0.0000000000
## CNTNAP3 0.000000e+00 0.0000000000
## CPA3 0.000000e+00 0.0000000000
## CR2 0.000000e+00 0.0000000000
## CXCL1 0.000000e+00 0.0000000000
## CXCL11 0.000000e+00 0.0000000000
## CXCL13 0.000000e+00 0.0000000000
## CXCL3 0.000000e+00 0.0000000000
## DEFA3 0.000000e+00 0.0000000000
## DEFA4 0.000000e+00 0.0000000000
## EBF1 0.000000e+00 0.0000000000
## ELANE 0.000000e+00 0.0000000000
## EPX 0.000000e+00 0.0000000000
## F13A1 0.000000e+00 0.0000000000
## F5 0.000000e+00 0.0000000000
## FAM129C 0.000000e+00 0.0000000000
## FCER1A 0.000000e+00 0.0000000000
## FCER2 0.000000e+00 0.0000000000
## FCN1 0.000000e+00 0.0000000000
## FLT3 0.000000e+00 0.0000000000
## GHR 0.000000e+00 0.0000000000
## IFNA1 0.000000e+00 0.0000000000
## IGHD_membrane 0.000000e+00 0.0000000000
## IGHE_secreted 0.000000e+00 0.0000000000
## IGHG1_membrane 0.000000e+00 0.0000000000
## IGHG1_secreted 0.000000e+00 0.0000000000
## IGHG2_secreted 0.000000e+00 0.0000000000
## IGHG3_secreted 0.000000e+00 0.0000000000
## IGHG4_secreted 0.000000e+00 0.0000000000
## IGLC3 0.000000e+00 0.0000000000
## IL17A 0.000000e+00 0.0000000000
## IL21 0.000000e+00 0.0000000000
## IL25 0.000000e+00 0.0000000000
## IL33 0.000000e+00 0.0000000000
## IL9 0.000000e+00 0.0000000000
## JCHAIN 0.000000e+00 0.0000000000
## LRRC32 0.000000e+00 0.0000000000
## MME 0.000000e+00 0.0000000000
## MMP12 0.000000e+00 0.0000000000
## MS4A1 0.000000e+00 0.0000000000
## S100A12 0.000000e+00 0.0000000000
## TCL1A 0.000000e+00 0.0000000000
## TNFRSF17 0.000000e+00 0.0000000000
## TPSAB1 0.000000e+00 0.0000000000
## VPREB3 0.000000e+00 0.0000000000
## AZU1 7.748935e-05 -0.0055673816
## CD40 7.748935e-05 -0.0055673816
## TLR8 7.748935e-05 -0.0055673816
## TNFRSF13C 7.748935e-05 -0.0055673816
## NRP1 1.585835e-02 -0.0411979203
## CD22 9.915716e-05 -0.0062978461
## GZMM 9.915716e-05 -0.0062978461
## MMP9 1.129944e-04 -0.0067229265
## PI3 1.129944e-04 -0.0067229265
## CCR4 1.549787e-04 -0.0078006861
## CD4 1.549787e-04 -0.0067231057
## CCR10 1.781943e-04 -0.0119141898
## IL17F 1.850139e-04 -0.0086026479
## BTLA 1.983143e-04 -0.0087651798
## CCL22 2.014099e-04 -0.0089626186
## KCNE3 2.014099e-04 -0.0088203722
## PDCD1 2.014099e-04 -0.0089760342
## TGFBI 9.750958e-04 -0.0102993315
## CXCL2 4.106623e-04 -0.0154334394
## IER5 1.678303e-02 -0.0662742694
## CXCL9 4.273986e-04 -0.0182398465
## TNFRSF18 1.765505e-03 -0.0276033268
## HMMR 1.562000e-01 -0.0399715518
## CXCR2 5.234602e-04 -0.0201220828
## IGHA1_secreted 5.615225e-04 -0.0293037066
## ADGRE1 5.779304e-04 -0.0196672164
## VMO1 6.421074e-04 -0.0270219078
## CXCR5 1.339654e-03 -0.0234892076
## TGFB1 1.025746e-02 -0.0595787808
## IGHM_secreted 7.748935e-04 -0.0165999978
## CXCR1 8.068182e-04 -0.0330139366
## CD1A 2.171037e-03 -0.0207587827
## CD14 9.750958e-04 -0.0376616614
## TNFRSF4 1.020990e-03 -0.0387971185
## TLR9 1.050013e-03 -0.0275584158
## CCR7 3.644492e-03 -0.0203522248
## CXCL16 1.812969e-02 -0.0706297567
## TCF7 1.206344e-03 -0.0423923315
## TGFB3 1.438812e-03 -0.0519157340
## TLR2 3.361169e-03 -0.0220793046
## TCF4 2.761929e-03 -0.0495372142
## LTB 8.503607e-03 -0.0639200232
## CD5 2.988669e-03 -0.0315727405
## IGHM_membrane 3.183200e-03 -0.0244428844
## CMTM2 1.031688e-02 -0.0698511073
## SNCA 3.027217e-02 -0.0795720473
## CD27 4.229722e-03 -0.0424280441
## TNFSF13 2.194174e-02 -0.0681517374
## B3GAT1 1.078961e-02 -0.0537182447
## CD3G 9.647228e-03 -0.0499574119
## THBS1 2.507281e-02 -0.0625801416
## CD160 4.020373e-02 -0.0409814554
## IL12RB1 7.321440e-02 -0.1142118196
## RNASE6 2.271857e-02 -0.0909383020
## ZNF683 1.869597e-02 -0.0248162179
## IKZF2 6.324404e-02 -0.1251416294
## STAT6 2.286343e-02 -0.1158910341
## TSPAN32 3.626531e-02 -0.1073161411
## PTGDR2 1.225515e-02 -0.0498268778
## GIMAP7 1.366671e-02 -0.0931813968
## CD79B 2.040945e-02 -0.1036090894
## CTSD 1.196123e-01 -0.1568761198
## CD6 1.234096e-02 -0.1021017853
## CD3.SK7.CD3E.AHS0033.pAbO 8.055652e-01 -0.0553043479
## CCR8 1.586205e-02 -0.0765734088
## CTLA4 5.751247e-02 -0.0980116818
## ATF6B 5.221124e-02 -0.1603530750
## ADGRG3 4.080103e-02 -0.1304795577
## CD103.ITGAE.AHS0001.pAbO 6.301856e-01 -0.0343437939
## CX3CR1 3.649572e-02 -0.1272516706
## PECAM1 1.778418e-01 -0.1214728885
## CD8B 2.406637e-02 -0.1190080373
## CD3D 9.471086e-02 -0.1346952019
## CCR3 2.005849e-02 -0.1401149009
## VEGFA 1.987693e-01 -0.1944272388
## KLRC4 4.167659e-02 -0.1482161899
## S1PR1 5.255655e-02 -0.1780998362
## LGALS9 5.338408e-02 -0.1565816273
## MCM2 3.476265e-01 -0.1474238016
## CD38 8.158595e-02 -0.1606229532
## TNFSF13B 5.986967e-02 -0.1558330948
## PMCH 1.411993e-01 -0.1388658310
## CD86 2.010292e-01 -0.1666324315
## OAS1 8.607232e-02 -0.1740014679
## CD8.SK1.CD8A.AHS0228.pAbO 9.158984e-01 -0.1200932899
## CX3CR1.CX3CR1.AHS0125.pAbO 5.543310e-01 -0.0478990506
## KDELR1 5.417014e-02 -0.1713491956
## IL18 8.761984e-02 -0.1647563990
## IL15 8.315428e-02 -0.1866250590
## EOMES 3.940275e-02 -0.1534559072
## NCAM1 4.846833e-02 -0.1860419826
## CHI3L2 5.404462e-02 -0.1785396340
## BCL11B 9.061663e-02 -0.1804506188
## CXCR3 2.166122e-01 -0.2355754283
## CD28.CD28.2.CD28.AHS0024.pAbO 8.606883e-01 -0.0439591747
## CD33 1.726502e-01 -0.1601865181
## HLA.DRA 4.216934e-01 -0.1372026140
## FOXP3 4.358347e-02 -0.1852732358
## LAG3 4.914096e-02 -0.1402694217
## GAB2 1.513735e-01 -0.2173560785
## IL2RA 8.543655e-01 -0.0204055449
## PASK 1.097016e-01 -0.2215995746
## FBXO22 1.721796e-01 -0.2432165704
## STAT1 1.481808e-01 -0.2228196182
## CD7 2.055218e-01 -0.2151291244
## CD2.CD2.AHS0029.pAbO 1.000000e+00 -0.0199526569
## KLRC3 3.476617e-01 -0.2297425937
## LGALS3 4.125465e-01 -0.1794883381
## CD33.WM53.CD33.AHS0044.pAbO 8.152592e-01 -0.0588768788
## CD95.FAS.AHS0023.pAbO 1.000000e+00 -0.1037427924
## RORA 1.177861e-01 -0.2405758039
## CD8A 2.062087e-01 -0.2542962653
## TRAT1 1.310613e-01 -0.1941668220
## HLA.DQA1 2.621117e-01 -0.1673442548
## CCR7.CCR7.AHS0273.pAbO 9.760310e-01 -0.0730120788
## IL7R 1.036606e-01 -0.2789547545
## HLA.DQB1 3.022550e-01 -0.2039715093
## FOXO3 1.447069e-01 -0.2880775947
## IL12RB2 4.516858e-01 -0.2248510413
## KLRG1 1.042468e-01 -0.2755860159
## GLG1 1.486861e-01 -0.2951733115
## ITK 7.272648e-01 -0.0867181910
## CD44 7.773039e-01 -0.0892063224
## TNFSF8 1.161969e-01 -0.2700363570
## ICOS 3.082577e-01 -0.2741105025
## CBLB 2.898523e-01 -0.2937518521
## PSEN1 2.049661e-01 -0.3353943137
## TIAF1 2.083329e-01 -0.3146569187
## YBX3 4.132454e-01 -0.2670966692
## HLA.DMB 2.861229e-01 -0.3429856491
## HLA.DPB1 4.101494e-01 -0.2839513191
## DUSP1 2.584038e-01 -0.3219494529
## GNAI2 3.325813e-01 -0.3234051670
## IgG.IGHG1_2_3_4.AHS0059.pAbO 9.992135e-01 -0.1863820875
## GZMH 2.292725e-01 -0.3258295703
## STAT3 3.000701e-01 -0.3290540594
## CD18.ITGB2.AHS0091.pAbO 1.000000e+00 -0.1972328412
## PDIA4 3.946460e-01 -0.3274850598
## Tim3.HAVCR2.AHS0016.pAbO 9.996300e-01 -0.1672940390
## ITGAX 6.103613e-01 -0.2555411975
## FOXO1 2.067828e-01 -0.3768269776
## CCR1 2.002261e-01 -0.3916748805
## LEF1 2.676411e-01 -0.3904964603
## RGS1 4.970973e-01 -0.3009712218
## CCR6 1.906239e-01 -0.4154149465
## SPOCK2 1.959822e-01 -0.4263710315
## CNOT2 5.659881e-01 -0.2799108450
## TRIB2 3.701794e-01 -0.3907341614
## CD102.ICAM2.AHS0155.pAbO 9.665485e-01 -0.2291239177
## PCNA 6.609401e-01 -0.2989182101
## HMGB2 5.564367e-01 -0.3418614105
## ANXA5 7.441007e-01 -0.2223132948
## NINJ2 4.119254e-01 -0.4198617874
## IFITM3 6.634120e-01 -0.2712261795
## TARP_refseq 6.060895e-01 -0.2845589006
## IL4R 6.280559e-01 -0.2828179267
## CD300A 4.391004e-01 -0.3878629641
## FAS 5.083231e-01 -0.3707370492
## TIGIT 4.124159e-01 -0.3936666263
## IGBP1 4.483274e-01 -0.4251442233
## IL23R 3.602275e-01 -0.4613633102
## VNN2 2.877250e-01 -0.4851363328
## KIT 3.505211e-01 -0.4287019840
## KIR2DL1 4.893459e-01 -0.4345743119
## HLA.DPA1 5.677956e-01 -0.3667505352
## IL18RAP 5.595398e-01 -0.3858941638
## HLA.DMA 4.761858e-01 -0.4504805035
## FAM65B 2.723154e-01 -0.5067780120
## LAT 3.704734e-01 -0.4881064700
## CD161.DX12.KLRB1.AHS0002.pAbO 9.796552e-01 -0.2949526101
## CCR5 3.184490e-01 -0.5154071317
## ITGAL 3.781682e-01 -0.5000356267
## DPP4 4.779125e-01 -0.4652748749
## VPS28 4.336705e-01 -0.4833441487
## CD279.EH12.1.PDCD1.AHS0014.pAbO 9.747595e-01 -0.3200428533
## ADA 5.998274e-01 -0.3865880205
## GIMAP5 2.706041e-01 -0.5501507118
## CCR2 2.295027e-01 -0.5663642792
## TRAC 3.672272e-01 -0.5155930237
## CXCR6 3.709249e-01 -0.5233006537
## LAT2 4.785196e-01 -0.4974683476
## ITGAE 5.390705e-01 -0.4802984246
## FYB 4.332575e-01 -0.5421656509
## IFNGR1 5.062572e-01 -0.5187572251
## PRDM1 6.872741e-01 -0.3961246655
## CD244 4.201885e-01 -0.5670443408
## NCR3 5.823572e-01 -0.5140711855
## CD94.KLRD1.AHS0085.pAbO 9.991825e-01 -0.4315076795
## LIPA 5.999434e-01 -0.4992105094
## PIK3AP1 5.940668e-01 -0.5036670059
## CD3E 6.192560e-01 -0.5292493032
## STAT4 8.011538e-01 -0.3771471680
## ITGAM 6.728250e-01 -0.4777508409
## XBP1 7.968519e-01 -0.4118463295
## PDIA6 7.339855e-01 -0.4581043197
## RPN2 7.501416e-01 -0.4461868001
## BIN2 5.124488e-01 -0.6356401964
## GAPDH 9.863527e-01 -0.4720221230
## IFITM2 8.114992e-01 -0.4632867798
## IKZF1 6.005384e-01 -0.5998888335
## ITGA4 5.472542e-01 -0.6677548435
## CD52 9.384511e-01 -0.5040459516
## LAP3 7.826509e-01 -0.5107247308
## CD74 8.931320e-01 -0.5474635471
## IL18R1 6.419291e-01 -0.6403332314
## BAX 6.081740e-01 -0.6770369109
## CD247 6.552376e-01 -0.6349367540
## LGALS1 9.984023e-01 -0.5831888773
## KLRC1 9.566035e-01 -0.4696313308
## ENTPD1 6.650712e-01 -0.6533459515
## HAVCR2 9.535788e-01 -0.5324060051
## GZMA 9.990833e-01 -0.5933906697
## BCL2 6.153233e-01 -0.7496971999
## CCL5 9.606676e-01 -0.7518074921
## GIMAP2 4.731653e-01 -0.8496387082
## LYN 7.276050e-01 -0.6611536765
## KLRF1 6.551892e-01 -0.8024695630
## RUNX3 8.130728e-01 -0.6381370236
## IL32 9.348068e-01 -0.4826000449
## CASP3 7.413953e-01 -0.6892562880
## ITGB2 7.628096e-01 -0.7691982838
## FYN 8.976420e-01 -0.7147591276
## APOBEC3G 8.966891e-01 -0.6839137244
## GNLY 9.991502e-01 -0.7302169469
## PIK3IP1 4.950683e-01 -1.0734320047
## CCND2 9.189184e-01 -0.6866723243
## CD37 7.133186e-01 -0.8724824293
## CD335.NCR1.AHS0068.pAbO 9.935669e-01 -0.8866434011
## FCER1G 9.873111e-01 -0.7683692708
## TNFSF10 9.867979e-01 -0.7809602946
## S100A10 9.506531e-01 -0.7411300113
## CASP5 7.664589e-01 -0.8461810406
## LCK 7.733949e-01 -0.8789766763
## BTG1 9.623310e-01 -0.8457617026
## KLRB1 8.077202e-01 -1.0453135128
## CD48 9.640628e-01 -0.8367232190
## TRDC 8.725044e-01 -0.9172912012
## CTSW 9.705618e-01 -0.8583126729
## FCGR3A 8.139801e-01 -1.2182385213
## GZMK 8.298096e-01 -1.1879202913
## KLRK1 8.652685e-01 -0.9340613301
## TXK 7.385862e-01 -1.1071960140
## CD2 9.481350e-01 -1.0630747267
## SELPLG 7.834832e-01 -1.2287230698
## LAMP1 9.442170e-01 -1.0181221210
## ARL4C 7.486804e-01 -1.2403915236
## TRBC2 9.804599e-01 -1.0306500942
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 9.989742e-01 -1.3200940904
## IL2RB 9.978327e-01 -1.2338763874
## PTPRC 9.479208e-01 -1.1355640461
## DOCK8 9.279245e-01 -1.1861637470
## CST7 9.797767e-01 -1.2457751775
## CD63 9.982166e-01 -1.3981524321
## CXCR4 8.554276e-01 -1.8684705889
## PRF1 9.985701e-01 -1.5160775262
## NKG7 9.955574e-01 -1.6096872803
## HLA.A 1.000000e+00 -1.7728706467
## HLA.C 1.000000e+00 -1.8538249514
## min.logFC.cohen median.logFC.cohen
## CSF2 1.5326162123 2.7035374200
## IFNG 1.5141428941 1.8759881295
## CCL4 0.1234570876 2.3553737608
## CCL3 0.6411864058 1.6825101474
## XCL1 0.5889139618 1.3907154613
## MYC 0.6243246456 1.1618834550
## IER3 0.9311440341 1.0955753901
## TNF 0.8574260276 1.1469300625
## CD4.SK3.CD4.AHS0032.pAbO 0.4628959831 0.8602443749
## ICAM1 0.8049346172 1.0558306965
## BCL2A1 0.2719100794 1.2327791807
## EGR3 0.1438193559 1.2075917288
## CCL1 1.0918100241 1.1496949229
## CD81.CD81.AHS0021.pAbO 0.5211110566 0.9212485019
## DUSP2 -0.3398839510 0.6893120479
## NAMPT -0.0707855163 0.6067875142
## GZMB 0.0217167854 0.5276346928
## CD69.CD69.AHS0010.pAbO 0.0915558278 0.4906547636
## FOSB 0.2029707218 0.5531431661
## CD152.CTLA4.AHS0017.pAbO 0.0077452699 0.5171568679
## CD11b.ICRF44.ITGAM.AHS0184.pAbO -0.0611372445 0.7333687200
## FASLG 0.0474428870 0.4341136640
## EGR1 0.0878743702 0.5061741195
## IgM.IGHM.AHS0198.pAbO 0.1193819445 0.4035740152
## IRF8 -0.4090244510 0.5678279534
## BIRC3 0.2097770602 0.4037679569
## LIF 0.1408298164 0.5276374350
## TNFSF14 0.2174565667 0.4419878500
## IRF4 -0.0416437484 0.4513100175
## CD226.CD226.AHS0079.pAbO -0.1293769120 0.4702366190
## IL13 0.2778356580 0.4964643440
## CD26.DPP4.AHS0109.pAbO 0.0604729651 0.4260416763
## TBX21 0.1439696757 0.3276537976
## CD7.CD7.AHS0043.pAbO 0.0196643166 0.1805247284
## STAT5A 0.1553187573 0.2133963574
## CD1D.CD1D.AHS0219.pAbO -0.1908744180 0.3728000870
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.0098448606 0.2522447420
## ZBED2 0.1245945046 0.4805500366
## FOSL1 0.2902348349 0.3100856625
## SEMA7A 0.0550220213 0.3505906890
## IL3 0.4257859680 0.4471075657
## JUN -0.0595173746 0.0951841464
## C10orf54 0.0192746507 0.1193885558
## CD314.KLRK1.AHS0065.pAbO -0.3213678876 0.1282592675
## LTA 0.0277142755 0.1948369233
## CD215.IL15RA.AHS0212.pAbO -0.3331466230 0.2593895072
## BACH2 0.0395107044 0.2023335215
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO -0.3598477486 0.4213542991
## CD80 0.0108646070 0.0469068459
## KIAA0101 -1.4288659336 0.5647456755
## CD22.CD22.AHS0195.pAbO -0.1795809960 0.2246060271
## CD14.MPHIP9.CD14.AHS0037.pAbO 0.0006262116 0.0743725301
## FTH1 -0.1697205750 0.0736762504
## JUNB 0.0819616883 0.1188538405
## CD45RO.PTPRC.AHS0036.pAbO -0.1763477207 -0.0681268717
## TYMS -1.7218856117 0.5131755064
## CD127.IL7R.AHS0028.pAbO -0.1003348082 0.1229439857
## TNFRSF8 -0.1647962039 0.2399087544
## CD40LG -0.1173706691 0.2371108634
## CD38.HIT2.CD38.AHS0022.pAbO -0.2507613118 -0.1380925781
## CD9 -0.0932417047 0.0434105530
## TK1 -1.1076966914 0.4621190446
## CD69 -0.1141423748 0.1809776521
## IL4 0.1111275418 0.2677627050
## CD5.UCHT2.CD5.AHS0047.pAbO -0.1080723220 -0.0345939783
## FN1 -0.2452143677 0.0887973923
## CD34.581.CD34.AHS0061.pAbO -0.2221589365 0.1574895353
## TNFRSF1B -0.3419593542 -0.0979821132
## LAIR2 -0.2161216660 -0.0762948743
## CD39.ENTPD1.AHS0006.pAbO -0.1736821272 0.0500833826
## CD45RA.HI100.PTPRC.AHS0009.pAbO -0.6658394246 0.1922679651
## CD70 -0.4167443274 -0.0037046653
## AURKB -1.2909894075 0.3970617806
## CD25.2A3.IL2RA.AHS0026.pAbO -0.3260691928 0.1416756892
## CD27.L128.CD27.AHS0249.pAbO -0.0831875575 0.0083106652
## CCNB1 -0.8909239739 0.2845180015
## CD40.CD40.AHS0117.pAbO -0.0394940044 0.0968040070
## MCM4 -0.8446485444 0.1741056909
## UBE2C -1.1663427366 0.4035444128
## PTTG2 -0.7953486711 0.1966927611
## CD19.SJ25C1.CD19.AHS0030.pAbO -0.0687761789 -0.0219273509
## CD274 0.0202630836 0.0761529441
## DUSP4 -0.1620144749 -0.0657148853
## MGST1 -0.2575905040 0.1372428824
## IL1RN 0.0177110184 0.1333457222
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO -0.1518076691 0.0849020706
## IL15RA -0.2983507064 0.0250873675
## MZB1 -0.5996778803 -0.0227113191
## IL2 0.1305145397 0.1518891111
## CD72 -0.1182952964 0.0306449158
## IL1RL1 -0.1360705581 -0.0218528545
## MKI67 -0.5033641963 0.1431356798
## IL3RA -0.1451192363 -0.0289278052
## IGKC -0.2365867797 0.1248988149
## IL6 0.0196929589 0.1155233344
## FOXP1 -0.0270632871 -0.0180222963
## CXCL8 0.0022305504 0.0720684920
## AIM2 -0.0736298112 -0.0092263489
## IgD.IGHD.AHS0058.pAbO -0.1448541234 0.0699548417
## IL1B 0.0868895792 0.1030470655
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO -0.5379688651 0.1348201251
## TNFRSF9 -0.1481412839 0.0931693754
## GATA3 -0.0655439520 0.0191566405
## TMEM97 -0.6431583892 0.0391370726
## CLEC2D -0.3765622015 -0.1232519323
## SELL -0.1870558228 -0.1232355810
## RORC -0.1832605222 0.1606292039
## CD200 -0.0211539124 0.0727084084
## POU2AF1 0.0525819697 0.0825899723
## FUT4 -0.1934166478 -0.1060563801
## TOP2A -1.4629510914 0.3334284651
## BCL6 -0.0558329667 -0.0419281322
## LAMP3 -0.0794045765 0.0245469547
## CCL20 -0.0540864456 0.0640773546
## PYCR1 -0.2863810136 -0.0549006478
## QPCT -0.1216298092 -0.0074811253
## ZBTB16 -0.1825017363 -0.1354604485
## IL31 0.0598233077 0.0598233077
## IL6R 0.0688206843 0.0688206843
## CXCL5 -0.1447693038 -0.0903461040
## CD79A -0.0219894533 0.0207490329
## NT5E -0.0398007672 0.0306933092
## CD21.B.LY4.CR2.AHS0074.pAbO -0.0877784298 0.0111769301
## LILRB4 0.0345904320 0.0604978706
## CD24 -0.0344800699 -0.0127393190
## PAX5 -0.0487977897 0.0117934072
## CLEC4D -0.0252389812 0.0505139222
## IL9R -0.0956723434 0.0051185001
## IL5 -0.0942702125 0.0334094665
## CCL2 0.0175271980 0.0244929986
## SLAMF1 -0.0339935080 0.0222602286
## SLC25A37 -0.0875935168 -0.0287967732
## CD163 0.0357142857 0.0357142857
## CD36 0.0357142857 0.0357142857
## CLEC4E 0.0357142857 0.0357142857
## CMKLR1 0.0357142857 0.0357142857
## IL1R2 0.0357142857 0.0357142857
## CTSG -0.1384334659 0.0513080350
## THBD 0.0114953105 0.0357142857
## ARG1 0.0009172950 0.0357142857
## MITF -0.0189811195 0.0357142857
## TLR7 -0.0640312572 0.0504928032
## RNASE2 -0.0044838015 0.0357142857
## SPP1 -0.0219340717 0.0357142857
## CSF3 -0.0131313749 0.0357142857
## IL22 -0.0549809807 0.0345629579
## S100A9 -0.0248323941 -0.0131152823
## TREM1 -0.0057179952 0.0357142857
## SLC7A7 -0.0255712598 0.0172612978
## TNFRSF25 -0.1009819610 0.0342160621
## HLA.DRB3 -0.0489778207 0.0003241778
## CXCL10 -0.0671786919 -0.0304596520
## CD28 -0.0402953572 0.0160432315
## VSIG4 -0.0213097376 0.0171244613
## LY86 -0.0113406794 -0.0058293126
## ZAP70 -0.0734236367 -0.0356360936
## IL12A -0.0900234678 -0.0125692788
## ALAS2 0.0000000000 0.0000000000
## AOC3 0.0000000000 0.0000000000
## APOE 0.0000000000 0.0000000000
## AQP9 0.0000000000 0.0000000000
## BLK 0.0000000000 0.0000000000
## BLNK 0.0000000000 0.0000000000
## BPI 0.0000000000 0.0000000000
## C1QA 0.0000000000 0.0000000000
## C1QB 0.0000000000 0.0000000000
## CCL13 0.0000000000 0.0000000000
## CCL17 0.0000000000 0.0000000000
## CCL19 0.0000000000 0.0000000000
## CCR9 0.0000000000 0.0000000000
## CD1B 0.0000000000 0.0000000000
## CD1C 0.0000000000 0.0000000000
## CD209 0.0000000000 0.0000000000
## CD34 0.0000000000 0.0000000000
## CEACAM8 0.0000000000 0.0000000000
## CHI3L1 0.0000000000 0.0000000000
## CLC 0.0000000000 0.0000000000
## CLEC10A 0.0000000000 0.0000000000
## CNTNAP3 0.0000000000 0.0000000000
## CPA3 0.0000000000 0.0000000000
## CR2 0.0000000000 0.0000000000
## CXCL1 0.0000000000 0.0000000000
## CXCL11 0.0000000000 0.0000000000
## CXCL13 0.0000000000 0.0000000000
## CXCL3 0.0000000000 0.0000000000
## DEFA3 0.0000000000 0.0000000000
## DEFA4 0.0000000000 0.0000000000
## EBF1 0.0000000000 0.0000000000
## ELANE 0.0000000000 0.0000000000
## EPX 0.0000000000 0.0000000000
## F13A1 0.0000000000 0.0000000000
## F5 0.0000000000 0.0000000000
## FAM129C 0.0000000000 0.0000000000
## FCER1A 0.0000000000 0.0000000000
## FCER2 0.0000000000 0.0000000000
## FCN1 0.0000000000 0.0000000000
## FLT3 0.0000000000 0.0000000000
## GHR 0.0000000000 0.0000000000
## IFNA1 0.0000000000 0.0000000000
## IGHD_membrane 0.0000000000 0.0000000000
## IGHE_secreted 0.0000000000 0.0000000000
## IGHG1_membrane 0.0000000000 0.0000000000
## IGHG1_secreted 0.0000000000 0.0000000000
## IGHG2_secreted 0.0000000000 0.0000000000
## IGHG3_secreted 0.0000000000 0.0000000000
## IGHG4_secreted 0.0000000000 0.0000000000
## IGLC3 0.0000000000 0.0000000000
## IL17A 0.0000000000 0.0000000000
## IL21 0.0000000000 0.0000000000
## IL25 0.0000000000 0.0000000000
## IL33 0.0000000000 0.0000000000
## IL9 0.0000000000 0.0000000000
## JCHAIN 0.0000000000 0.0000000000
## LRRC32 0.0000000000 0.0000000000
## MME 0.0000000000 0.0000000000
## MMP12 0.0000000000 0.0000000000
## MS4A1 0.0000000000 0.0000000000
## S100A12 0.0000000000 0.0000000000
## TCL1A 0.0000000000 0.0000000000
## TNFRSF17 0.0000000000 0.0000000000
## TPSAB1 0.0000000000 0.0000000000
## VPREB3 0.0000000000 0.0000000000
## AZU1 -0.0278369081 0.0000000000
## CD40 -0.0278369081 0.0000000000
## TLR8 -0.0278369081 0.0000000000
## TNFRSF13C -0.0278369081 0.0000000000
## NRP1 -0.1878697556 -0.0446223294
## CD22 -0.0314892306 0.0000000000
## GZMM -0.0314892306 0.0000000000
## MMP9 -0.0336146323 0.0000000000
## PI3 -0.0336146323 0.0000000000
## CCR4 -0.0390034307 0.0000000000
## CD4 -0.0336155284 0.0000000000
## CCR10 -0.0317340408 0.0000000000
## IL17F -0.0430132394 0.0000000000
## BTLA -0.0438258990 0.0000000000
## CCL22 -0.0448130928 0.0000000000
## KCNE3 -0.0441018610 0.0000000000
## PDCD1 -0.0448801711 0.0000000000
## TGFBI -0.0427595721 -0.0092408143
## CXCL2 -0.0454331561 0.0000000000
## IER5 -0.1451139474 -0.0671901738
## CXCL9 -0.0475117294 0.0000000000
## TNFRSF18 -0.0655111459 -0.0248666437
## HMMR -0.9721899930 0.2115931656
## CXCR2 -0.0532225231 0.0000000000
## IGHA1_secreted -0.0439343449 -0.0317340408
## ADGRE1 -0.0647214497 0.0000000000
## VMO1 -0.0535456920 -0.0385506079
## CXCR5 -0.0798249360 -0.0139170143
## TGFB1 -0.0889383132 -0.0557206714
## IGHM_secreted -0.0829999890 0.0000000000
## CXCR1 -0.0640466190 -0.0317340408
## CD1A -0.0697630326 -0.0061603576
## CD14 -0.0665513794 -0.0430132394
## TNFRSF4 -0.0617106996 -0.0435650888
## TLR9 -0.0855213324 0.0000000000
## CCR7 -0.1389526553 -0.0086718866
## CXCL16 -0.1170429273 -0.0610556545
## TCF7 -0.0614112910 -0.0580314558
## TGFB3 -0.0614606262 -0.0580690768
## TLR2 -0.1030438465 -0.0076252382
## TCF4 -0.0725438564 -0.0580716462
## LTB -0.0888330444 -0.0661501403
## CD5 -0.1151852091 -0.0202039157
## IGHM_membrane -0.1306720121 -0.0248005582
## CMTM2 -0.1053571592 -0.0760977763
## SNCA -0.2341753085 -0.0993537297
## CD27 -0.1152120567 -0.0461514741
## TNFSF13 -0.0963805601 -0.0773209202
## B3GAT1 -0.1122742781 -0.0728690393
## CD3G -0.1353488797 -0.0418218554
## THBS1 -0.1884989016 -0.0253780834
## CD160 -0.3014659378 -0.0282235970
## IL12RB1 -0.2281068526 -0.1243824045
## RNASE6 -0.1851469180 -0.0975881353
## ZNF683 -0.2767364627 -0.0115368368
## IKZF2 -0.1828492257 -0.1358574665
## STAT6 -0.1507523335 -0.1285558114
## TSPAN32 -0.1831680005 -0.1210298204
## PTGDR2 -0.2526480783 -0.0170997658
## GIMAP7 -0.1444753193 -0.1056286710
## CD79B -0.2110245440 -0.0974833712
## CTSD -0.2806152423 -0.1413366748
## CD6 -0.2348798063 -0.1034512372
## CD3.SK7.CD3E.AHS0033.pAbO -0.1920333446 -0.0058272419
## CCR8 -0.2912374912 -0.0827076716
## CTLA4 -0.2025349297 -0.1540781791
## ATF6B -0.1850773308 -0.1530657587
## ADGRG3 -0.2193568717 -0.1273494166
## CD103.ITGAE.AHS0001.pAbO -0.2609866371 0.0243333982
## CX3CR1 -0.2424410435 -0.1233241160
## PECAM1 -0.6980975102 -0.0423300396
## CD8B -0.2453378460 -0.1657728077
## CD3D -0.3296570129 -0.1568160264
## CCR3 -0.2043646070 -0.1855735550
## VEGFA -0.4093381835 -0.1905687950
## KLRC4 -0.2420439283 -0.1722426991
## S1PR1 -0.3134624185 -0.1474589423
## LGALS9 -0.3152303456 -0.1132757287
## MCM2 -0.9679550756 0.0175335213
## CD38 -0.3334021731 -0.1107142513
## TNFSF13B -0.3165197767 -0.1536267160
## PMCH -0.3285264646 -0.1423177705
## CD86 -0.4433802222 -0.0567692897
## OAS1 -0.3306340642 -0.1653151613
## CD8.SK1.CD8A.AHS0228.pAbO -0.2346610061 -0.1442228183
## CX3CR1.CX3CR1.AHS0125.pAbO -0.1471703223 -0.0260759551
## KDELR1 -0.2508410850 -0.1859558364
## IL18 -0.3141314834 -0.1532043080
## IL15 -0.2349865671 -0.1968794922
## EOMES -0.2121449861 -0.1933511739
## NCAM1 -0.2605039095 -0.1661538404
## CHI3L2 -0.2651069361 -0.1798260383
## BCL11B -0.2898181690 -0.2023947700
## CXCR3 -0.3122397383 -0.2479600045
## CD28.CD28.2.CD28.AHS0024.pAbO -0.3164495299 0.0686209174
## CD33 -0.5887920184 -0.1602801222
## HLA.DRA -1.0552488971 -0.0924281534
## FOXP3 -0.2922314824 -0.1597376423
## LAG3 -0.3301335756 -0.2509970163
## GAB2 -0.3228293813 -0.1925404237
## IL2RA -0.3745641918 -0.0609208120
## PASK -0.3936810246 -0.2141585995
## FBXO22 -0.4094341398 -0.2427921331
## STAT1 -0.3810130033 -0.2444335521
## CD7 -0.3333194469 -0.2325384351
## CD2.CD2.AHS0029.pAbO -0.3122199218 -0.1886349287
## KLRC3 -0.3717855003 -0.3249893678
## LGALS3 -0.8730508360 -0.0201927813
## CD33.WM53.CD33.AHS0044.pAbO -0.5792091382 0.1247043157
## CD95.FAS.AHS0023.pAbO -0.3106614387 -0.2401350089
## RORA -0.3426716178 -0.2978420474
## CD8A -0.3742134901 -0.2269367105
## TRAT1 -0.4335526270 -0.3751344785
## HLA.DQA1 -0.7638947158 -0.3399233387
## CCR7.CCR7.AHS0273.pAbO -0.4489739790 0.0348523588
## IL7R -0.5461859093 -0.2215423593
## HLA.DQB1 -0.8004642701 -0.3282399213
## FOXO3 -0.3625277428 -0.2971506014
## IL12RB2 -0.6674702574 -0.3436701154
## KLRG1 -0.4651436228 -0.3908600092
## GLG1 -0.4141243807 -0.3264029992
## ITK -0.2039459370 -0.0622925899
## CD44 -0.1865333480 -0.1022479731
## TNFSF8 -0.5941855997 -0.2863680847
## ICOS -0.4459446823 -0.2271735615
## CBLB -0.4442289648 -0.3144307975
## PSEN1 -0.4116988033 -0.3408771507
## TIAF1 -0.4456965531 -0.3231927261
## YBX3 -0.5730793450 -0.2652603390
## HLA.DMB -0.6134017872 -0.3133802473
## HLA.DPB1 -1.0002792025 -0.3152499338
## DUSP1 -0.4991365537 -0.3481499392
## GNAI2 -0.5022323369 -0.2907575033
## IgG.IGHG1_2_3_4.AHS0059.pAbO -0.9387419038 -0.2732071385
## GZMH -0.5223879436 -0.4409426974
## STAT3 -0.4738703880 -0.3074094331
## CD18.ITGB2.AHS0091.pAbO -0.9452509732 -0.3811163993
## PDIA4 -0.6147155325 -0.2759105988
## Tim3.HAVCR2.AHS0016.pAbO -0.6072131974 -0.2741254295
## ITGAX -1.0977227262 0.1576149253
## FOXO1 -0.8208082344 -0.2802078708
## CCR1 -0.6083149914 -0.4077670033
## LEF1 -0.8743559259 -0.3334045832
## RGS1 -0.9779550081 -0.3245433996
## CCR6 -0.7996423273 -0.3143616548
## SPOCK2 -0.8405866884 -0.3616312775
## CNOT2 -0.3734111959 -0.2530351855
## TRIB2 -0.8640835249 -0.2382256725
## CD102.ICAM2.AHS0155.pAbO -0.5011986618 -0.1743142475
## PCNA -1.5442371613 -0.1409360254
## HMGB2 -1.8522504258 -0.0349867496
## ANXA5 -0.9540471179 0.0746482469
## NINJ2 -0.5195037989 -0.4346702837
## IFITM3 -1.0729320296 -0.3008605214
## TARP_refseq -0.5121522214 -0.2691594315
## IL4R -0.3409632648 -0.2971699884
## CD300A -0.7501840657 -0.3409731075
## FAS -0.6760889733 -0.3877961793
## TIGIT -0.8111674760 -0.5146007186
## IGBP1 -0.5565337689 -0.4495422606
## IL23R -0.7301003624 -0.3926327286
## VNN2 -0.7564061295 -0.4574553868
## KIT -1.2248253136 -0.1813994865
## KIR2DL1 -0.8540914498 -0.5056085716
## HLA.DPA1 -1.0386686771 -0.4210555753
## IL18RAP -0.6627306128 -0.4437942347
## HLA.DMA -0.8886485328 -0.4722421414
## FAM65B -0.7412818543 -0.5524849438
## LAT -0.5828839233 -0.5001884396
## CD161.DX12.KLRB1.AHS0002.pAbO -0.7557740701 -0.2418950993
## CCR5 -0.6872637332 -0.5066584693
## ITGAL -0.6562491676 -0.4891881354
## DPP4 -0.7631455480 -0.4777268913
## VPS28 -0.5700718753 -0.5377794514
## CD279.EH12.1.PDCD1.AHS0014.pAbO -0.8194026051 -0.4450670828
## ADA -0.7254069463 -0.3932880766
## GIMAP5 -0.8802035882 -0.4052910790
## CCR2 -0.8488205658 -0.5724577477
## TRAC -0.7928045398 -0.5253613746
## CXCR6 -0.7766375259 -0.4000974347
## LAT2 -0.7024352336 -0.5708855217
## ITGAE -1.0311825295 -0.3498923900
## FYB -0.7645554613 -0.5508635614
## IFNGR1 -0.7277830886 -0.4891005896
## PRDM1 -0.7376932291 -0.4138497115
## CD244 -0.7704108912 -0.5008205019
## NCR3 -0.7450931455 -0.5355526042
## CD94.KLRD1.AHS0085.pAbO -1.2161920421 -0.5559291582
## LIPA -0.8467745887 -0.5038917689
## PIK3AP1 -0.7680670360 -0.4833225070
## CD3E -0.7379687499 -0.4945206727
## STAT4 -0.4312472611 -0.4139338486
## ITGAM -0.5982852476 -0.4836611513
## XBP1 -0.6995547689 -0.3599683143
## PDIA6 -1.0862850109 -0.3352715992
## RPN2 -0.8750812154 -0.3907381473
## BIN2 -0.7793061139 -0.7118132289
## GAPDH -1.2938669847 -0.1464895613
## IFITM2 -1.2362906642 -0.5538734447
## IKZF1 -1.0078507099 -0.6363254334
## ITGA4 -1.0548610241 -0.7372537692
## CD52 -1.5427077328 -0.2548421661
## LAP3 -0.8719661075 -0.4483229704
## CD74 -1.3233218516 -0.6495823763
## IL18R1 -1.0355634437 -0.5827207002
## BAX -0.8288685364 -0.7654204458
## CD247 -1.1030730603 -0.7149992241
## LGALS1 -1.4786248110 -0.4034638190
## KLRC1 -0.7381105060 -0.4293524696
## ENTPD1 -0.8835147487 -0.7304412500
## HAVCR2 -0.8748647613 -0.4979669832
## GZMA -1.3678906926 -0.6272971625
## BCL2 -1.1412584282 -0.7934349421
## CCL5 -2.3123188512 -0.5965659044
## GIMAP2 -1.0558625846 -0.8974413096
## LYN -0.9011857919 -0.7065352836
## KLRF1 -1.4255582125 -0.8530431620
## RUNX3 -1.0135109035 -0.6300876607
## IL32 -0.8011243748 -0.5018182294
## CASP3 -1.0997511492 -0.6355051479
## ITGB2 -1.4019074180 -0.8601740808
## FYN -1.1921771958 -0.8694237837
## APOBEC3G -0.8904141285 -0.6299762965
## GNLY -1.4458366057 -0.6724973202
## PIK3IP1 -2.1009884932 -0.7130152369
## CCND2 -1.0820546580 -0.6056388627
## CD37 -1.3745672216 -0.8039893345
## CD335.NCR1.AHS0068.pAbO -1.6298349045 -0.7945342828
## FCER1G -1.4583466455 -0.4901153318
## TNFSF10 -1.3077238261 -0.8818932871
## S100A10 -1.3134248051 -0.7092156785
## CASP5 -1.1672234049 -0.8261938304
## LCK -1.2238214355 -0.9389957096
## BTG1 -1.5872418780 -0.5879294446
## KLRB1 -1.9603789428 -0.9824845444
## CD48 -1.1267105863 -0.8617860726
## TRDC -1.4406283068 -0.9603054590
## CTSW -1.3397149177 -0.7228759923
## FCGR3A -2.6208777453 -1.2482326120
## GZMK -2.4865681493 -1.2673099148
## KLRK1 -1.1346795343 -1.0859488132
## TXK -1.5924000982 -1.0639973376
## CD2 -1.9881520454 -0.9178326243
## SELPLG -1.7031450813 -1.3981923562
## LAMP1 -1.3607627780 -1.1012439464
## ARL4C -1.6197574631 -1.2902157554
## TRBC2 -1.3240000545 -1.0789147256
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -2.7926323840 -1.1658749509
## IL2RB -2.0828637465 -1.2164236248
## PTPRC -1.4233796306 -1.0439879899
## DOCK8 -1.6162231887 -1.2343682730
## CST7 -1.9352242012 -1.4507437785
## CD63 -2.0712958533 -1.3001962013
## CXCR4 -4.0638835241 -1.7006949380
## PRF1 -2.0076210770 -1.7080458919
## NKG7 -2.4683919950 -1.4765486362
## HLA.A -2.3284087729 -1.5654579927
## HLA.C -2.4711940706 -1.6691979076
## max.logFC.cohen rank.logFC.cohen
## CSF2 3.051482706 1
## IFNG 2.028028527 2
## CCL4 3.456918666 1
## CCL3 2.595098096 3
## XCL1 1.638634601 3
## MYC 2.013497535 3
## IER3 1.575137723 4
## TNF 1.538068003 5
## CD4.SK3.CD4.AHS0032.pAbO 1.335764995 9
## ICAM1 1.198441665 6
## BCL2A1 1.555306609 6
## EGR3 1.354771400 9
## CCL1 1.191947395 3
## CD81.CD81.AHS0021.pAbO 1.621605430 6
## DUSP2 1.904266214 5
## NAMPT 1.265203819 11
## GZMB 1.109799929 14
## CD69.CD69.AHS0010.pAbO 1.046452397 17
## FOSB 0.578021165 17
## CD152.CTLA4.AHS0017.pAbO 0.794574923 11
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 0.756316091 18
## FASLG 0.544999938 26
## EGR1 0.687037712 21
## IgM.IGHM.AHS0198.pAbO 0.448626056 27
## IRF8 0.963306494 15
## BIRC3 0.630087581 27
## LIF 0.667618197 18
## TNFSF14 0.492079346 18
## IRF4 0.679075022 21
## CD226.CD226.AHS0079.pAbO 0.916993126 14
## IL13 0.641470751 19
## CD26.DPP4.AHS0109.pAbO 0.606129087 24
## TBX21 0.614265007 28
## CD7.CD7.AHS0043.pAbO 0.636499216 26
## STAT5A 0.319347107 44
## CD1D.CD1D.AHS0219.pAbO 0.569244401 21
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.283146619 35
## ZBED2 0.556467296 27
## FOSL1 0.497912477 31
## SEMA7A 0.423426772 32
## IL3 0.466934007 22
## JUN 0.380580173 48
## C10orf54 0.246745098 44
## CD314.KLRK1.AHS0065.pAbO 0.802709986 18
## LTA 0.290684390 45
## CD215.IL15RA.AHS0212.pAbO 0.597856980 15
## BACH2 0.320378033 36
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 0.457633596 22
## CD80 0.143755939 84
## KIAA0101 0.704345871 8
## CD22.CD22.AHS0195.pAbO 0.276999073 41
## CD14.MPHIP9.CD14.AHS0037.pAbO 0.198691981 64
## FTH1 0.203820588 61
## JUNB 0.260215899 59
## CD45RO.PTPRC.AHS0036.pAbO 0.509859443 33
## TYMS 0.730100597 7
## CD127.IL7R.AHS0028.pAbO 0.187437057 47
## TNFRSF8 0.371094085 43
## CD40LG 0.363351783 40
## CD38.HIT2.CD38.AHS0022.pAbO 0.881501735 18
## CD9 0.164923074 60
## TK1 0.548663209 16
## CD69 0.407873904 41
## IL4 0.283411739 53
## CD5.UCHT2.CD5.AHS0047.pAbO 0.146840343 75
## FN1 0.354306810 39
## CD34.581.CD34.AHS0061.pAbO 0.286451927 48
## TNFRSF1B 0.177418771 63
## LAIR2 0.149586875 68
## CD39.ENTPD1.AHS0006.pAbO 0.493559856 34
## CD45RA.HI100.PTPRC.AHS0009.pAbO 0.433912040 26
## CD70 0.373377794 43
## AURKB 0.528498111 17
## CD25.2A3.IL2RA.AHS0026.pAbO 0.414188395 43
## CD27.L128.CD27.AHS0249.pAbO 0.124872513 63
## CCNB1 0.340726053 34
## CD40.CD40.AHS0117.pAbO 0.136482432 58
## MCM4 0.366606937 32
## UBE2C 0.487423861 25
## PTTG2 0.248698236 50
## CD19.SJ25C1.CD19.AHS0030.pAbO 0.304498940 50
## CD274 0.138384462 64
## DUSP4 0.052853400 104
## MGST1 0.199512778 52
## IL1RN 0.179930952 53
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 0.108055068 60
## IL15RA 0.053378749 104
## MZB1 0.279093700 61
## IL2 0.157842250 51
## CD72 0.166262879 67
## IL1RL1 -0.004629405 186
## MKI67 0.219706018 55
## IL3RA 0.079626567 94
## IGKC 0.159499026 56
## IL6 0.155386280 77
## FOXP1 0.046046075 113
## CXCL8 0.125711320 75
## AIM2 0.070119321 93
## IgD.IGHD.AHS0058.pAbO 0.103995229 62
## IL1B 0.114926645 57
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.319773176 29
## TNFRSF9 0.179095640 65
## GATA3 0.043461339 114
## TMEM97 0.322215015 38
## CLEC2D 0.093214297 91
## SELL 0.138628703 84
## RORC 0.178305229 54
## CD200 0.111208277 70
## POU2AF1 0.107485683 76
## FUT4 -0.026739878 252
## TOP2A 0.445715446 24
## BCL6 -0.010708288 221
## LAMP3 0.077745507 95
## CCL20 0.074571082 71
## PYCR1 0.122885198 95
## QPCT 0.079634412 93
## ZBTB16 0.050804704 105
## IL31 0.059823308 74
## IL6R 0.068820684 68
## CXCL5 -0.027358952 255
## CD79A 0.042010504 92
## NT5E 0.092862324 92
## CD21.B.LY4.CR2.AHS0074.pAbO 0.039965062 89
## LILRB4 0.060497871 72
## CD24 0.029515527 125
## PAX5 0.068781836 100
## CLEC4D 0.050513922 104
## IL9R 0.054029148 115
## IL5 0.051372963 108
## CCL2 0.042580764 94
## SLAMF1 0.044815017 124
## SLC25A37 -0.010386699 247
## CD163 0.035714286 86
## CD36 0.035714286 81
## CLEC4E 0.035714286 80
## CMKLR1 0.035714286 81
## IL1R2 0.035714286 81
## CTSG 0.109334893 100
## THBD 0.035714286 101
## ARG1 0.035714286 105
## MITF 0.035714286 117
## TLR7 0.050492803 77
## RNASE2 0.035714286 103
## SPP1 0.035714286 117
## CSF3 0.035714286 81
## IL22 0.040161425 87
## S100A9 0.030803903 146
## TREM1 0.035714286 81
## SLC7A7 0.035714286 97
## TNFRSF25 0.070949618 88
## HLA.DRB3 0.050052210 108
## CXCL10 0.010934677 154
## CD28 0.046362612 99
## VSIG4 0.035714286 98
## LY86 0.035714286 117
## ZAP70 0.001020008 146
## IL12A 0.068148208 102
## ALAS2 0.000000000 106
## AOC3 0.000000000 106
## APOE 0.000000000 106
## AQP9 0.000000000 106
## BLK 0.000000000 106
## BLNK 0.000000000 106
## BPI 0.000000000 106
## C1QA 0.000000000 106
## C1QB 0.000000000 106
## CCL13 0.000000000 106
## CCL17 0.000000000 106
## CCL19 0.000000000 106
## CCR9 0.000000000 106
## CD1B 0.000000000 106
## CD1C 0.000000000 106
## CD209 0.000000000 106
## CD34 0.000000000 106
## CEACAM8 0.000000000 106
## CHI3L1 0.000000000 106
## CLC 0.000000000 106
## CLEC10A 0.000000000 106
## CNTNAP3 0.000000000 106
## CPA3 0.000000000 106
## CR2 0.000000000 106
## CXCL1 0.000000000 106
## CXCL11 0.000000000 106
## CXCL13 0.000000000 106
## CXCL3 0.000000000 106
## DEFA3 0.000000000 106
## DEFA4 0.000000000 106
## EBF1 0.000000000 106
## ELANE 0.000000000 106
## EPX 0.000000000 106
## F13A1 0.000000000 106
## F5 0.000000000 106
## FAM129C 0.000000000 106
## FCER1A 0.000000000 106
## FCER2 0.000000000 106
## FCN1 0.000000000 106
## FLT3 0.000000000 106
## GHR 0.000000000 106
## IFNA1 0.000000000 106
## IGHD_membrane 0.000000000 106
## IGHE_secreted 0.000000000 106
## IGHG1_membrane 0.000000000 106
## IGHG1_secreted 0.000000000 106
## IGHG2_secreted 0.000000000 106
## IGHG3_secreted 0.000000000 106
## IGHG4_secreted 0.000000000 106
## IGLC3 0.000000000 106
## IL17A 0.000000000 106
## IL21 0.000000000 106
## IL25 0.000000000 106
## IL33 0.000000000 106
## IL9 0.000000000 106
## JCHAIN 0.000000000 106
## LRRC32 0.000000000 106
## MME 0.000000000 106
## MMP12 0.000000000 106
## MS4A1 0.000000000 106
## S100A12 0.000000000 106
## TCL1A 0.000000000 106
## TNFRSF17 0.000000000 106
## TPSAB1 0.000000000 106
## VPREB3 0.000000000 106
## AZU1 0.000000000 149
## CD40 0.000000000 149
## TLR8 0.000000000 149
## TNFRSF13C 0.000000000 149
## NRP1 0.062078706 97
## CD22 0.000000000 106
## GZMM 0.000000000 106
## MMP9 0.000000000 106
## PI3 0.000000000 106
## CCR4 0.000000000 149
## CD4 0.000000000 149
## CCR10 0.000000000 149
## IL17F 0.000000000 106
## BTLA 0.000000000 106
## CCL22 0.000000000 106
## KCNE3 0.000000000 106
## PDCD1 0.000000000 106
## TGFBI 0.035714286 122
## CXCL2 0.000000000 149
## IER5 -0.007595496 237
## CXCL9 0.000000000 106
## TNFRSF18 0.004852490 149
## HMMR 0.244892014 42
## CXCR2 0.000000000 106
## IGHA1_secreted 0.000000000 158
## ADGRE1 0.000000000 149
## VMO1 0.000000000 157
## CXCR5 0.035714286 131
## TGFB1 -0.031400987 225
## IGHM_secreted 0.000000000 149
## CXCR1 0.000000000 149
## CD1A 0.013493789 146
## CD14 0.000000000 151
## TNFRSF4 0.000000000 149
## TLR9 0.000000000 151
## CCR7 0.069315613 100
## CXCL16 -0.026218643 237
## TCF7 0.000000000 106
## TGFB3 -0.031734041 226
## TLR2 0.010159575 148
## TCF4 -0.021523369 243
## LTB -0.040157260 215
## CD5 0.048373803 109
## IGHM_membrane 0.035714286 122
## CMTM2 -0.031573141 209
## SNCA 0.033457729 142
## CD27 0.050482369 107
## TNFSF13 -0.031464955 259
## B3GAT1 0.059928900 101
## CD3G 0.037529744 113
## THBS1 0.045880115 79
## CD160 0.218595403 58
## IL12RB1 -0.036570048 264
## RNASE6 0.027258464 127
## ZNF683 0.104908176 77
## IKZF2 -0.026470464 259
## STAT6 -0.053418931 231
## TSPAN32 -0.001970455 183
## PTGDR2 0.039730231 116
## GIMAP7 -0.005559359 234
## CD79B -0.014477184 243
## CTSD -0.073780613 246
## CD6 0.036362579 122
## CD3.SK7.CD3E.AHS0033.pAbO 0.040916810 102
## CCR8 0.069778780 100
## CTLA4 0.125804461 80
## ATF6B -0.137906802 299
## ADGRG3 -0.064623370 277
## CD103.ITGAE.AHS0001.pAbO 0.054184492 93
## CX3CR1 0.024997745 130
## PECAM1 0.131155192 78
## CD8B 0.021159485 133
## CD3D 0.101453679 82
## CCR3 -0.053152679 278
## VEGFA 0.088120990 89
## KLRC4 -0.032939601 255
## S1PR1 -0.054060508 282
## LGALS9 -0.044115772 266
## MCM2 0.320108243 45
## CD38 -0.023768548 251
## TNFSF13B -0.047942856 280
## PMCH 0.047223335 112
## CD86 0.024869636 141
## OAS1 -0.028500705 256
## CD8.SK1.CD8A.AHS0228.pAbO 0.062274858 98
## CX3CR1.CX3CR1.AHS0125.pAbO 0.022706096 139
## KDELR1 -0.078638390 296
## IL18 0.024609708 137
## IL15 -0.129178004 289
## EOMES 0.027664763 126
## NCAM1 -0.142271997 283
## CHI3L2 -0.090388834 254
## BCL11B 0.019155965 136
## CXCR3 -0.153890896 327
## CD28.CD28.2.CD28.AHS0024.pAbO 0.103523526 69
## CD33 0.123159469 71
## HLA.DRA 0.401551695 40
## FOXP3 -0.109185432 291
## LAG3 0.126155763 74
## GAB2 -0.143394755 310
## IL2RA 0.439619086 41
## PASK -0.106381829 307
## FBXO22 -0.136322973 311
## STAT1 -0.021687093 249
## CD7 -0.091634663 256
## CD2.CD2.AHS0029.pAbO 0.778722819 22
## KLRC3 0.166692915 66
## LGALS3 0.091849485 82
## CD33.WM53.CD33.AHS0044.pAbO 0.383994531 33
## CD95.FAS.AHS0023.pAbO 0.228898135 56
## RORA 0.025491730 128
## CD8A -0.172545385 311
## TRAT1 0.165466460 69
## HLA.DQA1 0.341677388 46
## CCR7.CCR7.AHS0273.pAbO 0.100541192 78
## IL7R -0.139485904 312
## HLA.DQB1 0.358894431 44
## FOXO3 -0.159344895 326
## IL12RB2 0.399652747 41
## KLRG1 0.018519815 138
## GLG1 -0.165111130 316
## ITK 0.072651151 66
## CD44 0.073965982 65
## TNFSF8 0.044694490 112
## ICOS -0.138811135 308
## CBLB -0.135406656 293
## PSEN1 -0.223065385 349
## TIAF1 -0.156584214 318
## YBX3 0.057522122 103
## HLA.DMB -0.035972569 258
## HLA.DPB1 0.210034694 61
## DUSP1 -0.172322889 295
## GNAI2 -0.109584583 309
## IgG.IGHG1_2_3_4.AHS0059.pAbO 0.689802905 24
## GZMH 0.137168840 70
## STAT3 -0.190703849 304
## CD18.ITGB2.AHS0091.pAbO 1.238177164 8
## PDIA4 -0.044997210 279
## Tim3.HAVCR2.AHS0016.pAbO 0.368301766 50
## ITGAX 0.247514199 43
## FOXO1 -0.029875474 253
## CCR1 -0.157837840 329
## LEF1 -0.121662458 275
## RGS1 0.096814291 84
## CCR6 -0.065950504 288
## SPOCK2 -0.160670594 321
## CNOT2 -0.197731312 306
## TRIB2 -0.100309469 285
## CD102.ICAM2.AHS0155.pAbO -0.013362577 251
## PCNA 0.383996152 28
## HMGB2 0.276657497 36
## ANXA5 0.157940006 57
## NINJ2 -0.286958923 361
## IFITM3 0.350916436 53
## TARP_refseq -0.097803000 294
## IL4R -0.216373750 317
## CD300A -0.057605349 235
## FAS -0.115312929 311
## TIGIT 0.317715001 47
## IGBP1 -0.225373040 359
## IL23R -0.159815742 331
## VNN2 -0.279428597 359
## KIT 0.138730576 65
## KIR2DL1 0.284543147 52
## HLA.DPA1 0.173667954 64
## IL18RAP -0.087483896 288
## HLA.DMA -0.113759387 299
## FAM65B -0.216086778 356
## LAT -0.359616848 386
## CD161.DX12.KLRB1.AHS0002.pAbO 0.014242941 148
## CCR5 -0.310454933 379
## ITGAL -0.378454198 373
## DPP4 -0.195565255 346
## VPS28 -0.250458579 365
## CD279.EH12.1.PDCD1.AHS0014.pAbO 0.242732096 55
## ADA -0.094251759 302
## GIMAP5 -0.331961244 364
## CCR2 -0.227122916 362
## TRAC -0.179263298 323
## CXCR6 -0.298749570 338
## LAT2 -0.120580103 306
## ITGAE -0.267673065 355
## FYB -0.343742111 351
## IFNGR1 -0.381318703 385
## PRDM1 -0.019366818 245
## CD244 -0.401352522 387
## NCR3 -0.258154144 352
## CD94.KLRD1.AHS0085.pAbO 0.808813821 21
## LIPA -0.206603003 352
## PIK3AP1 -0.263815448 327
## CD3E -0.352297768 352
## STAT4 -0.280107763 363
## ITGAM -0.309203479 377
## XBP1 -0.204431564 351
## PDIA6 -0.040529215 267
## RPN2 -0.064142085 286
## BIN2 -0.413454592 397
## GAPDH 0.283242689 63
## IFITM2 0.219196365 74
## IKZF1 -0.166773388 338
## ITGA4 -0.234526291 345
## CD52 -0.126127207 273
## LAP3 -0.167365998 339
## CD74 0.239557742 55
## IL18R1 -0.408345099 366
## BAX -0.366173531 401
## CD247 -0.018675196 244
## LGALS1 -0.200890479 345
## KLRC1 -0.267707886 356
## ENTPD1 -0.424619124 387
## HAVCR2 -0.138263743 306
## GZMA 0.072763843 91
## BCL2 -0.356115584 380
## CCL5 0.818164737 20
## GIMAP2 -0.455393835 423
## LYN -0.345976226 396
## KLRF1 0.067960630 97
## RUNX3 -0.335098108 375
## IL32 -0.200119548 337
## CASP3 -0.485695304 396
## ITGB2 0.216571174 59
## FYN -0.189488919 332
## APOBEC3G -0.517792479 413
## GNLY -0.204323297 309
## PIK3IP1 -0.595268865 405
## CCND2 -0.532687977 402
## CD37 -0.553381349 400
## CD335.NCR1.AHS0068.pAbO -0.391874319 363
## FCER1G -0.274986452 331
## TNFSF10 -0.278001231 369
## S100A10 -0.318956321 384
## CASP5 -0.667183735 422
## LCK -0.375429250 385
## BTG1 -0.280981267 335
## KLRB1 -0.428460794 372
## CD48 -0.456100768 424
## TRDC -0.351034933 381
## CTSW -0.318396600 383
## FCGR3A 0.586292492 26
## GZMK 0.117389258 77
## KLRK1 -0.651526664 433
## TXK -0.602505584 407
## CD2 -0.475833521 403
## SELPLG -0.472633935 428
## LAMP1 -0.635595435 426
## ARL4C -0.650889921 446
## TRBC2 -0.632564483 442
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -0.116213489 301
## IL2RB -0.661514197 415
## PTPRC -0.953038020 453
## DOCK8 -0.703276780 446
## CST7 -0.279386379 358
## CD63 -0.604698276 440
## CXCR4 -0.639127994 426
## PRF1 -0.983895715 451
## NKG7 -0.694664940 431
## HLA.A -1.251590302 474
## HLA.C -1.264387107 475
## mean.AUC min.AUC median.AUC
## CSF2 0.9362529 0.859163539 0.9563468
## IFNG 0.8681828 0.833588467 0.8786618
## CCL4 0.8503401 0.548290039 0.9480171
## CCL3 0.8475406 0.700677864 0.8852041
## XCL1 0.8023570 0.665791600 0.8272097
## MYC 0.7979314 0.672131740 0.7918414
## IER3 0.7939957 0.740207922 0.7749601
## TNF 0.7814318 0.723611839 0.7846132
## CD4.SK3.CD4.AHS0032.pAbO 0.7647188 0.670879079 0.7478092
## ICAM1 0.7616121 0.711796671 0.7674183
## BCL2A1 0.7556939 0.577923494 0.7986816
## EGR3 0.7544000 0.550775068 0.8105861
## CCL1 0.7457514 0.734118267 0.7430431
## CD81.CD81.AHS0021.pAbO 0.7456334 0.644405200 0.7483587
## DUSP2 0.7030853 0.401926688 0.6857852
## NAMPT 0.6627225 0.478490858 0.6619175
## GZMB 0.6590852 0.501999487 0.6396442
## CD69.CD69.AHS0010.pAbO 0.6398420 0.542729592 0.6450155
## FOSB 0.6385832 0.586790409 0.6452247
## CD152.CTLA4.AHS0017.pAbO 0.6385237 0.501863118 0.6593001
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 0.6261194 0.477371060 0.7011153
## FASLG 0.6249075 0.534599017 0.6509998
## EGR1 0.6202972 0.528215846 0.6255587
## IgM.IGHM.AHS0198.pAbO 0.6165486 0.550084129 0.6290847
## IRF8 0.6130343 0.373055425 0.6486837
## BIRC3 0.6074762 0.550034553 0.6065546
## LIF 0.6067420 0.548342545 0.6177121
## TNFSF14 0.6057553 0.557558839 0.6242533
## IRF4 0.6039800 0.508698648 0.6401038
## CD226.CD226.AHS0079.pAbO 0.6030062 0.460193272 0.6283008
## IL13 0.6022180 0.562180875 0.6032048
## CD26.DPP4.AHS0109.pAbO 0.6012391 0.526151913 0.6143098
## TBX21 0.6008949 0.541950220 0.5896682
## CD7.CD7.AHS0043.pAbO 0.5944758 0.480097439 0.5783066
## STAT5A 0.5813564 0.550246256 0.5800251
## CD1D.CD1D.AHS0219.pAbO 0.5807903 0.449551861 0.6127789
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.5785800 0.514178989 0.5890621
## ZBED2 0.5775212 0.538233996 0.5920481
## FOSL1 0.5724961 0.560723008 0.5680758
## SEMA7A 0.5714725 0.533686539 0.5820780
## IL3 0.5705926 0.568675884 0.5700950
## JUN 0.5683077 0.520811111 0.5558548
## C10orf54 0.5660133 0.532715777 0.5632546
## CD314.KLRK1.AHS0065.pAbO 0.5656498 0.407129909 0.5406339
## LTA 0.5559923 0.518884744 0.5609502
## CD215.IL15RA.AHS0212.pAbO 0.5538045 0.396894587 0.5823077
## BACH2 0.5529853 0.541250324 0.5524099
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 0.5522419 0.391489753 0.6101277
## CD80 0.5422899 0.523564075 0.5386234
## KIAA0101 0.5406033 0.172087132 0.6460881
## CD22.CD22.AHS0195.pAbO 0.5398331 0.459392522 0.5639591
## CD14.MPHIP9.CD14.AHS0037.pAbO 0.5356163 0.514966596 0.5248673
## FTH1 0.5351389 0.484867339 0.5413821
## JUNB 0.5338350 0.522554811 0.5301241
## CD45RO.PTPRC.AHS0036.pAbO 0.5322160 0.450315152 0.4856894
## TYMS 0.5319583 0.124682605 0.6371748
## CD127.IL7R.AHS0028.pAbO 0.5319004 0.487941650 0.5362650
## TNFRSF8 0.5312727 0.496331286 0.5471218
## CD40LG 0.5312084 0.492398856 0.5347859
## CD38.HIT2.CD38.AHS0022.pAbO 0.5309941 0.434985550 0.4698324
## CD9 0.5299799 0.501844325 0.5353747
## TK1 0.5299481 0.240292582 0.6143733
## CD69 0.5280244 0.457355185 0.5333998
## IL4 0.5275732 0.513914848 0.5344535
## CD5.UCHT2.CD5.AHS0047.pAbO 0.5255043 0.485841955 0.5352586
## FN1 0.5250444 0.479360274 0.5298455
## CD34.581.CD34.AHS0061.pAbO 0.5244765 0.442544814 0.5409934
## TNFRSF1B 0.5241763 0.438450210 0.5324873
## LAIR2 0.5231093 0.497650755 0.5017869
## CD39.ENTPD1.AHS0006.pAbO 0.5213597 0.456352418 0.5074151
## CD45RA.HI100.PTPRC.AHS0009.pAbO 0.5211253 0.320829164 0.5516386
## CD70 0.5210941 0.396449303 0.5266586
## AURKB 0.5207673 0.214332292 0.5992759
## CD25.2A3.IL2RA.AHS0026.pAbO 0.5206195 0.441487592 0.5218580
## CD27.L128.CD27.AHS0249.pAbO 0.5206191 0.502287305 0.5221564
## CCNB1 0.5197464 0.303274048 0.5737298
## CD40.CD40.AHS0117.pAbO 0.5195695 0.509041608 0.5174029
## MCM4 0.5179683 0.305591069 0.5863474
## UBE2C 0.5168890 0.238531898 0.5876200
## PTTG2 0.5146135 0.322338997 0.5699243
## CD19.SJ25C1.CD19.AHS0030.pAbO 0.5142909 0.484073945 0.4942933
## CD274 0.5141998 0.509977534 0.5136321
## DUSP4 0.5140427 0.473590002 0.5258498
## MGST1 0.5128559 0.474878725 0.5356024
## IL1RN 0.5124511 0.504867234 0.5121430
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 0.5108546 0.468977138 0.5236659
## IL15RA 0.5100073 0.464086895 0.5288091
## MZB1 0.5097894 0.375766073 0.5398900
## IL2 0.5094817 0.507830936 0.5099340
## CD72 0.5091250 0.497616607 0.5114529
## IL1RL1 0.5081648 0.501531333 0.5079666
## MKI67 0.5072151 0.420579104 0.5305452
## IL3RA 0.5064171 0.492291342 0.5060815
## IGKC 0.5060708 0.483326922 0.5175988
## IL6 0.5058150 0.499183471 0.5074575
## FOXP1 0.5057407 0.500813811 0.5065280
## CXCL8 0.5056718 0.503346002 0.5053901
## AIM2 0.5056502 0.496807518 0.5066944
## IgD.IGHD.AHS0058.pAbO 0.5052089 0.476156750 0.5120320
## IL1B 0.5051780 0.503924170 0.5055632
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.5049560 0.349879295 0.5202537
## TNFRSF9 0.5045392 0.493399267 0.5093330
## GATA3 0.5044480 0.500485543 0.5055370
## TMEM97 0.5044423 0.357486691 0.5533769
## CLEC2D 0.5041719 0.443525810 0.5101916
## SELL 0.5034222 0.490763170 0.4949086
## RORC 0.5034107 0.481048467 0.5094201
## CD200 0.5029825 0.501293814 0.5033610
## POU2AF1 0.5029713 0.502604146 0.5029393
## FUT4 0.5029576 0.483358323 0.5076788
## TOP2A 0.5027529 0.172159531 0.5886229
## BCL6 0.5020274 0.500066963 0.5028411
## LAMP3 0.5019991 0.496185454 0.5029684
## CCL20 0.5014889 0.498374639 0.5021636
## PYCR1 0.5013009 0.468266186 0.5099917
## QPCT 0.5012940 0.495656618 0.5017090
## ZBTB16 0.5012797 0.491135814 0.4998969
## IL31 0.5012755 0.501275510 0.5012755
## IL6R 0.5012755 0.501275510 0.5012755
## CXCL5 0.5012240 0.490465425 0.5057704
## CD79A 0.5011664 0.500520941 0.5011671
## NT5E 0.5011584 0.499511120 0.5014761
## CD21.B.LY4.CR2.AHS0074.pAbO 0.5010411 0.492437685 0.5020305
## LILRB4 0.5009062 0.500704710 0.5009566
## CD24 0.5004996 0.499894029 0.5006697
## PAX5 0.5004609 0.499421242 0.5006936
## CLEC4D 0.5004593 0.500133588 0.5006378
## IL9R 0.5004461 0.496836003 0.5017335
## IL5 0.5004034 0.497320957 0.5018377
## CCL2 0.5003671 0.500134230 0.5002503
## SLAMF1 0.5003524 0.499338029 0.5005202
## SLC25A37 0.5003309 0.497085748 0.5009733
## CD163 0.5003189 0.500318878 0.5003189
## CD36 0.5003189 0.500318878 0.5003189
## CLEC4E 0.5003189 0.500318878 0.5003189
## CMKLR1 0.5003189 0.500318878 0.5003189
## IL1R2 0.5003189 0.500318878 0.5003189
## CTSG 0.5003180 0.494352829 0.5024287
## THBD 0.5002802 0.500125278 0.5003189
## ARG1 0.5002801 0.500125031 0.5003189
## MITF 0.5002801 0.500125031 0.5003189
## TLR7 0.5002673 0.498785256 0.5006378
## RNASE2 0.5002297 0.500066955 0.5003189
## SPP1 0.5002297 0.500066955 0.5003189
## CSF3 0.5002263 0.499856048 0.5003189
## IL22 0.5002242 0.498959887 0.5005006
## S100A9 0.5001769 0.499567554 0.4999867
## TREM1 0.5001768 0.499856638 0.5003189
## SLC7A7 0.5001311 0.499856048 0.5001253
## TNFRSF25 0.5001172 0.495433945 0.5011671
## HLA.DRB3 0.5001088 0.499279962 0.5003549
## CXCL10 0.5001015 0.499209787 0.5001076
## CD28 0.5000920 0.499378301 0.5003553
## VSIG4 0.5000868 0.499815032 0.5001253
## LY86 0.5000849 0.499931431 0.5000670
## ZAP70 0.5000577 0.498173218 0.5007280
## IL12A 0.5000430 0.497587106 0.5007785
## ALAS2 0.5000000 0.500000000 0.5000000
## AOC3 0.5000000 0.500000000 0.5000000
## APOE 0.5000000 0.500000000 0.5000000
## AQP9 0.5000000 0.500000000 0.5000000
## BLK 0.5000000 0.500000000 0.5000000
## BLNK 0.5000000 0.500000000 0.5000000
## BPI 0.5000000 0.500000000 0.5000000
## C1QA 0.5000000 0.500000000 0.5000000
## C1QB 0.5000000 0.500000000 0.5000000
## CCL13 0.5000000 0.500000000 0.5000000
## CCL17 0.5000000 0.500000000 0.5000000
## CCL19 0.5000000 0.500000000 0.5000000
## CCR9 0.5000000 0.500000000 0.5000000
## CD1B 0.5000000 0.500000000 0.5000000
## CD1C 0.5000000 0.500000000 0.5000000
## CD209 0.5000000 0.500000000 0.5000000
## CD34 0.5000000 0.500000000 0.5000000
## CEACAM8 0.5000000 0.500000000 0.5000000
## CHI3L1 0.5000000 0.500000000 0.5000000
## CLC 0.5000000 0.500000000 0.5000000
## CLEC10A 0.5000000 0.500000000 0.5000000
## CNTNAP3 0.5000000 0.500000000 0.5000000
## CPA3 0.5000000 0.500000000 0.5000000
## CR2 0.5000000 0.500000000 0.5000000
## CXCL1 0.5000000 0.500000000 0.5000000
## CXCL11 0.5000000 0.500000000 0.5000000
## CXCL13 0.5000000 0.500000000 0.5000000
## CXCL3 0.5000000 0.500000000 0.5000000
## DEFA3 0.5000000 0.500000000 0.5000000
## DEFA4 0.5000000 0.500000000 0.5000000
## EBF1 0.5000000 0.500000000 0.5000000
## ELANE 0.5000000 0.500000000 0.5000000
## EPX 0.5000000 0.500000000 0.5000000
## F13A1 0.5000000 0.500000000 0.5000000
## F5 0.5000000 0.500000000 0.5000000
## FAM129C 0.5000000 0.500000000 0.5000000
## FCER1A 0.5000000 0.500000000 0.5000000
## FCER2 0.5000000 0.500000000 0.5000000
## FCN1 0.5000000 0.500000000 0.5000000
## FLT3 0.5000000 0.500000000 0.5000000
## GHR 0.5000000 0.500000000 0.5000000
## IFNA1 0.5000000 0.500000000 0.5000000
## IGHD_membrane 0.5000000 0.500000000 0.5000000
## IGHE_secreted 0.5000000 0.500000000 0.5000000
## IGHG1_membrane 0.5000000 0.500000000 0.5000000
## IGHG1_secreted 0.5000000 0.500000000 0.5000000
## IGHG2_secreted 0.5000000 0.500000000 0.5000000
## IGHG3_secreted 0.5000000 0.500000000 0.5000000
## IGHG4_secreted 0.5000000 0.500000000 0.5000000
## IGLC3 0.5000000 0.500000000 0.5000000
## IL17A 0.5000000 0.500000000 0.5000000
## IL21 0.5000000 0.500000000 0.5000000
## IL25 0.5000000 0.500000000 0.5000000
## IL33 0.5000000 0.500000000 0.5000000
## IL9 0.5000000 0.500000000 0.5000000
## JCHAIN 0.5000000 0.500000000 0.5000000
## LRRC32 0.5000000 0.500000000 0.5000000
## MME 0.5000000 0.500000000 0.5000000
## MMP12 0.5000000 0.500000000 0.5000000
## MS4A1 0.5000000 0.500000000 0.5000000
## S100A12 0.5000000 0.500000000 0.5000000
## TCL1A 0.5000000 0.500000000 0.5000000
## TNFRSF17 0.5000000 0.500000000 0.5000000
## TPSAB1 0.5000000 0.500000000 0.5000000
## VPREB3 0.5000000 0.500000000 0.5000000
## AZU1 0.4999613 0.499806277 0.5000000
## CD40 0.4999613 0.499806277 0.5000000
## TLR8 0.4999613 0.499806277 0.5000000
## TNFRSF13C 0.4999613 0.499806277 0.5000000
## NRP1 0.4999517 0.488792973 0.5001515
## CD22 0.4999504 0.499752107 0.5000000
## GZMM 0.4999504 0.499752107 0.5000000
## MMP9 0.4999435 0.499717514 0.5000000
## PI3 0.4999435 0.499717514 0.5000000
## CCR4 0.4999225 0.499612553 0.5000000
## CD4 0.4999225 0.499612553 0.5000000
## CCR10 0.4999109 0.499748238 0.5000000
## IL17F 0.4999075 0.499537465 0.5000000
## BTLA 0.4999008 0.499504214 0.5000000
## CCL22 0.4998993 0.499496475 0.5000000
## KCNE3 0.4998993 0.499496475 0.5000000
## PDCD1 0.4998993 0.499496475 0.5000000
## TGFBI 0.4998313 0.499156537 0.4998566
## CXCL2 0.4997947 0.499225107 0.5000000
## IER5 0.4997919 0.495099374 0.4994047
## CXCL9 0.4997863 0.499435028 0.5000000
## TNFRSF18 0.4997540 0.498785256 0.4997896
## HMMR 0.4997468 0.290153491 0.5557090
## CXCR2 0.4997383 0.499256321 0.5000000
## IGHA1_secreted 0.4997192 0.499504214 0.4997482
## ADGRE1 0.4997110 0.498837660 0.5000000
## VMO1 0.4996789 0.499244713 0.4996126
## CXCR5 0.4996486 0.498467559 0.5000362
## TGFB1 0.4996152 0.497789391 0.4997798
## IGHM_secreted 0.4996126 0.498062766 0.5000000
## CXCR1 0.4995966 0.498870056 0.4997482
## CD1A 0.4995520 0.497863137 0.4998629
## CD14 0.4995125 0.498837660 0.4995375
## TNFRSF4 0.4994895 0.499008428 0.4994965
## TLR9 0.4994750 0.498149861 0.5000000
## CCR7 0.4994487 0.495061043 0.5003481
## CXCL16 0.4994387 0.495056071 0.4997115
## TCF7 0.4993968 0.499008428 0.4991525
## TGFB3 0.4992806 0.499008428 0.4991525
## TLR2 0.4992757 0.495869636 0.5001076
## TCF4 0.4992554 0.498311592 0.4992235
## LTB 0.4992319 0.497685167 0.4995145
## CD5 0.4991419 0.496418200 0.4998818
## IGHM_membrane 0.4987272 0.494312341 0.4997539
## CMTM2 0.4986381 0.495925093 0.4993306
## SNCA 0.4985892 0.481954362 0.4986949
## CD27 0.4985213 0.496169991 0.4990872
## TNFSF13 0.4984713 0.493960476 0.4988242
## B3GAT1 0.4984080 0.494691757 0.4978551
## CD3G 0.4983464 0.494467625 0.4989162
## THBS1 0.4981527 0.490145242 0.5022042
## CD160 0.4979211 0.468808445 0.5004246
## IL12RB1 0.4977573 0.479957027 0.5016414
## RNASE6 0.4977318 0.487309761 0.4972626
## ZNF683 0.4976038 0.474868555 0.5024474
## IKZF2 0.4974133 0.487997455 0.4946280
## STAT6 0.4970120 0.494835661 0.4968797
## TSPAN32 0.4967592 0.488390615 0.4995082
## PTGDR2 0.4967227 0.480592717 0.5006308
## GIMAP7 0.4966416 0.494282021 0.4952707
## CD79B 0.4954610 0.487478246 0.4952348
## CTSD 0.4954144 0.468553246 0.4995613
## CD6 0.4950909 0.485121683 0.4964250
## CD3.SK7.CD3E.AHS0033.pAbO 0.4950012 0.434957239 0.5093668
## CCR8 0.4949032 0.476845832 0.4988928
## CTLA4 0.4945054 0.475287793 0.4951715
## ATF6B 0.4943635 0.487285422 0.4941401
## ADGRG3 0.4941888 0.482496248 0.4989276
## CD103.ITGAE.AHS0001.pAbO 0.4940338 0.452544177 0.5039130
## CX3CR1 0.4938765 0.484155569 0.4935905
## PECAM1 0.4934391 0.361942540 0.5143079
## CD8B 0.4932930 0.484139913 0.4904563
## CD3D 0.4932409 0.469335251 0.4912784
## CCR3 0.4931101 0.488306840 0.4904802
## VEGFA 0.4927900 0.463318805 0.4787695
## KLRC4 0.4924579 0.485025877 0.4920365
## S1PR1 0.4923084 0.470204408 0.4989044
## LGALS9 0.4922612 0.469248523 0.4946195
## MCM2 0.4921390 0.266810691 0.5462834
## CD38 0.4919581 0.457460425 0.5016646
## TNFSF13B 0.4917384 0.467684223 0.4965295
## PMCH 0.4916933 0.466723461 0.4895822
## CD86 0.4916057 0.415523518 0.5195524
## OAS1 0.4916036 0.465161521 0.4940226
## CD8.SK1.CD8A.AHS0228.pAbO 0.4915332 0.437558731 0.4995100
## CX3CR1.CX3CR1.AHS0125.pAbO 0.4912440 0.485926910 0.4867495
## KDELR1 0.4909913 0.475874770 0.4942552
## IL18 0.4909762 0.462632035 0.4973705
## IL15 0.4905436 0.483360256 0.4890376
## EOMES 0.4902484 0.481711304 0.4902478
## NCAM1 0.4898759 0.482779531 0.4912561
## CHI3L2 0.4895217 0.480899955 0.4881171
## BCL11B 0.4893837 0.471476706 0.4866763
## CXCR3 0.4892121 0.466355144 0.4982015
## CD28.CD28.2.CD28.AHS0024.pAbO 0.4891242 0.423363194 0.5190517
## CD33 0.4890980 0.391807295 0.4880639
## HLA.DRA 0.4887674 0.246381154 0.5155556
## FOXP3 0.4886932 0.476752135 0.4904254
## LAG3 0.4883527 0.465962310 0.4793272
## GAB2 0.4880023 0.468294108 0.4911252
## IL2RA 0.4869667 0.385537089 0.4665318
## PASK 0.4851673 0.443813430 0.4983335
## FBXO22 0.4851523 0.435784041 0.4963534
## STAT1 0.4851366 0.451384890 0.4910884
## CD7 0.4847198 0.454414374 0.4888960
## CD2.CD2.AHS0029.pAbO 0.4828269 0.388286886 0.4423327
## KLRC3 0.4826605 0.438301369 0.4720517
## LGALS3 0.4825142 0.299934573 0.5389064
## CD33.WM53.CD33.AHS0044.pAbO 0.4815835 0.338133507 0.5477676
## CD95.FAS.AHS0023.pAbO 0.4806439 0.442531124 0.4704645
## RORA 0.4791890 0.464410868 0.4714817
## CD8A 0.4788950 0.457401562 0.4773807
## TRAT1 0.4783031 0.435299115 0.4489198
## HLA.DQA1 0.4771871 0.339110523 0.4550021
## CCR7.CCR7.AHS0273.pAbO 0.4732803 0.379089656 0.4932732
## IL7R 0.4730095 0.426684881 0.4786862
## HLA.DQB1 0.4727806 0.319873101 0.4626687
## FOXO3 0.4723219 0.455492835 0.4672590
## IL12RB2 0.4718601 0.339163526 0.4319572
## KLRG1 0.4716480 0.446693179 0.4502187
## GLG1 0.4698038 0.442413251 0.4728414
## ITK 0.4696931 0.432829255 0.4781228
## CD44 0.4688268 0.437891301 0.4638911
## TNFSF8 0.4686411 0.414293556 0.4624648
## ICOS 0.4674509 0.404811530 0.4963788
## CBLB 0.4674486 0.430584564 0.4772514
## PSEN1 0.4669769 0.451850108 0.4661533
## TIAF1 0.4648390 0.437742182 0.4669817
## YBX3 0.4642790 0.364744152 0.4847666
## HLA.DMB 0.4608387 0.377481957 0.4609094
## HLA.DPB1 0.4605777 0.262321572 0.4676506
## DUSP1 0.4598690 0.429746232 0.4633347
## GNAI2 0.4597835 0.399128072 0.4851983
## IgG.IGHG1_2_3_4.AHS0059.pAbO 0.4588839 0.238847981 0.4191223
## GZMH 0.4585140 0.422295063 0.4313177
## STAT3 0.4579997 0.417001867 0.4669135
## CD18.ITGB2.AHS0091.pAbO 0.4571724 0.265852815 0.3967578
## PDIA4 0.4556869 0.358035492 0.4847443
## Tim3.HAVCR2.AHS0016.pAbO 0.4505817 0.324300076 0.4180315
## ITGAX 0.4482509 0.222092449 0.5583576
## FOXO1 0.4469953 0.358310388 0.4607700
## CCR1 0.4469634 0.407597573 0.4353340
## LEF1 0.4456854 0.333807866 0.4809986
## RGS1 0.4434772 0.267603559 0.4230649
## CCR6 0.4415797 0.352203942 0.4600958
## SPOCK2 0.4394829 0.350867594 0.4486549
## CNOT2 0.4391952 0.421288409 0.4425793
## TRIB2 0.4358002 0.306042803 0.4803989
## CD102.ICAM2.AHS0155.pAbO 0.4356783 0.362596269 0.4413887
## PCNA 0.4353000 0.149402843 0.4659502
## HMGB2 0.4350223 0.112053769 0.5006803
## ANXA5 0.4341137 0.242014347 0.5133372
## NINJ2 0.4338534 0.386797728 0.4393826
## IFITM3 0.4337275 0.229237856 0.4157377
## TARP_refseq 0.4322712 0.356462231 0.4503522
## IL4R 0.4314613 0.412090680 0.4328005
## CD300A 0.4310604 0.344953808 0.4396743
## FAS 0.4306310 0.330146123 0.4372177
## TIGIT 0.4293319 0.312782590 0.3855238
## IGBP1 0.4286646 0.383714118 0.4448677
## IL23R 0.4276935 0.351383592 0.4272547
## VNN2 0.4265163 0.369587909 0.4300416
## KIT 0.4259385 0.225808964 0.4868070
## KIR2DL1 0.4235887 0.323927420 0.4153222
## HLA.DPA1 0.4226604 0.242182867 0.4111133
## IL18RAP 0.4220669 0.350516510 0.4264022
## HLA.DMA 0.4198608 0.286989178 0.4210510
## FAM65B 0.4192270 0.374108044 0.4237380
## LAT 0.4190270 0.396225928 0.4144590
## CD161.DX12.KLRB1.AHS0002.pAbO 0.4183618 0.291674466 0.4393457
## CCR5 0.4172606 0.385676273 0.4154757
## ITGAL 0.4160325 0.387751679 0.4139626
## DPP4 0.4150975 0.315998634 0.4187116
## VPS28 0.4144286 0.377324186 0.4206937
## CD279.EH12.1.PDCD1.AHS0014.pAbO 0.4140537 0.320682996 0.4094212
## ADA 0.4139239 0.311018535 0.4102308
## GIMAP5 0.4122652 0.345762549 0.4370219
## CCR2 0.4120940 0.350410217 0.4112370
## TRAC 0.4096766 0.335944728 0.3987389
## CXCR6 0.4067496 0.352535167 0.4335802
## LAT2 0.4050832 0.336333039 0.3743545
## ITGAE 0.4036032 0.244862130 0.4274769
## FYB 0.4001376 0.353714113 0.3943565
## IFNGR1 0.3989705 0.367395632 0.3908936
## PRDM1 0.3981706 0.310592900 0.3878193
## CD244 0.3944197 0.353292366 0.3942495
## NCR3 0.3903407 0.337241072 0.3863886
## CD94.KLRD1.AHS0085.pAbO 0.3887526 0.202506691 0.3426258
## LIPA 0.3868942 0.289094211 0.3902342
## PIK3AP1 0.3825684 0.317522519 0.3854333
## CD3E 0.3810699 0.329206481 0.4073582
## STAT4 0.3804643 0.366617805 0.3689211
## ITGAM 0.3792212 0.351365949 0.3777904
## XBP1 0.3773495 0.298642338 0.3896554
## PDIA6 0.3750410 0.215196387 0.4018025
## RPN2 0.3731998 0.258823308 0.3801395
## BIN2 0.3717998 0.333746802 0.3718772
## GAPDH 0.3710934 0.172638156 0.4429514
## IFITM2 0.3707925 0.184133349 0.3401716
## IKZF1 0.3648419 0.252364296 0.3367636
## ITGA4 0.3617645 0.273310678 0.3300457
## CD52 0.3587868 0.130001746 0.4043824
## LAP3 0.3522198 0.260433881 0.3630367
## CD74 0.3514282 0.172383153 0.3159837
## IL18R1 0.3510678 0.257877537 0.3819789
## BAX 0.3508391 0.290941604 0.3468087
## CD247 0.3499501 0.240769151 0.3308124
## LGALS1 0.3488502 0.147243258 0.3882909
## KLRC1 0.3469094 0.281057232 0.3499840
## ENTPD1 0.3453950 0.284288039 0.3341350
## HAVCR2 0.3403580 0.257342212 0.3330659
## GZMA 0.3323462 0.136078119 0.3120461
## BCL2 0.3311526 0.244709875 0.3321890
## CCL5 0.3300947 0.042244715 0.3235926
## GIMAP2 0.3300430 0.289969590 0.3144563
## LYN 0.3273183 0.270242599 0.3082651
## KLRF1 0.3255991 0.179277283 0.2914647
## RUNX3 0.3226083 0.229876091 0.3195193
## IL32 0.3186909 0.213250026 0.3103176
## CASP3 0.3181692 0.216944592 0.3260651
## ITGB2 0.3111517 0.165918772 0.2766888
## FYN 0.2993563 0.184736342 0.2562167
## APOBEC3G 0.2968382 0.252848401 0.3018635
## GNLY 0.2964066 0.145835135 0.3082589
## PIK3IP1 0.2951878 0.111207321 0.3670337
## CCND2 0.2947530 0.205624693 0.3066470
## CD37 0.2924597 0.192201270 0.2970728
## CD335.NCR1.AHS0068.pAbO 0.2890573 0.128190577 0.2977154
## FCER1G 0.2885238 0.135991394 0.3339861
## TNFSF10 0.2870108 0.172666737 0.2603311
## S100A10 0.2847259 0.168824351 0.2812435
## CASP5 0.2843395 0.218925327 0.2945650
## LCK 0.2809175 0.208147045 0.2648901
## BTG1 0.2776608 0.121877624 0.3298976
## KLRB1 0.2620701 0.108744359 0.2671502
## CD48 0.2617671 0.203123525 0.2611283
## TRDC 0.2609057 0.153634611 0.2395039
## CTSW 0.2575282 0.151066544 0.2843050
## FCGR3A 0.2515744 0.047795429 0.2035754
## GZMK 0.2513456 0.060635428 0.1925418
## KLRK1 0.2500316 0.205725203 0.2158304
## TXK 0.2494668 0.157861863 0.2442927
## CD2 0.2263192 0.072697596 0.2411720
## SELPLG 0.2247694 0.137818878 0.1894476
## LAMP1 0.2234515 0.153834818 0.2000678
## ARL4C 0.2220815 0.157173304 0.1984144
## TRBC2 0.2213666 0.163084068 0.2078707
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 0.2202454 0.046102074 0.1963457
## IL2RB 0.1997507 0.068955739 0.1842282
## PTPRC 0.1992210 0.144392877 0.2154515
## DOCK8 0.1986253 0.123186902 0.1824944
## CST7 0.1953820 0.079686030 0.1471885
## CD63 0.1718993 0.066666647 0.1638605
## CXCR4 0.1707012 0.008614911 0.1360528
## PRF1 0.1413308 0.074773002 0.1033921
## NKG7 0.1402258 0.034886465 0.1389521
## HLA.A 0.1134709 0.050677658 0.1338825
## HLA.C 0.1033422 0.037499968 0.1174894
## max.AUC rank.AUC
## CSF2 0.9751168 1
## IFNG 0.8982949 2
## CCL4 0.9747264 1
## CCL3 0.9456666 3
## XCL1 0.8625878 3
## MYC 0.9066236 3
## IER3 0.8531682 4
## TNF 0.8517033 5
## CD4.SK3.CD4.AHS0032.pAbO 0.8691152 6
## ICAM1 0.7915425 6
## BCL2A1 0.8489718 6
## EGR3 0.8271469 8
## CCL1 0.7587238 3
## CD81.CD81.AHS0021.pAbO 0.8749474 6
## DUSP2 0.8955978 5
## NAMPT 0.8066957 11
## GZMB 0.8078168 11
## CD69.CD69.AHS0010.pAbO 0.7727455 16
## FOSB 0.6608923 19
## CD152.CTLA4.AHS0017.pAbO 0.7297433 10
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 0.7161802 19
## FASLG 0.6685743 23
## EGR1 0.6769701 24
## IgM.IGHM.AHS0198.pAbO 0.6572093 17
## IRF8 0.7554165 15
## BIRC3 0.6591518 28
## LIF 0.6442030 22
## TNFSF14 0.6309634 20
## IRF4 0.6800752 21
## CD226.CD226.AHS0079.pAbO 0.7398199 15
## IL13 0.6260493 28
## CD26.DPP4.AHS0109.pAbO 0.6766755 22
## TBX21 0.6843066 22
## CD7.CD7.AHS0043.pAbO 0.7290420 18
## STAT5A 0.6184430 35
## CD1D.CD1D.AHS0219.pAbO 0.6595972 16
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.6201357 29
## ZBED2 0.6024775 41
## FOSL1 0.5860097 42
## SEMA7A 0.5890724 36
## IL3 0.5730855 35
## JUN 0.6306872 36
## C10orf54 0.6027600 39
## CD314.KLRK1.AHS0065.pAbO 0.7154589 20
## LTA 0.5788833 48
## CD215.IL15RA.AHS0212.pAbO 0.6640721 14
## BACH2 0.5730655 43
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 0.6302729 19
## CD80 0.5656617 59
## KIAA0101 0.6781109 15
## CD22.CD22.AHS0195.pAbO 0.5750758 38
## CD14.MPHIP9.CD14.AHS0037.pAbO 0.5618631 56
## FTH1 0.5649890 61
## JUNB 0.5456942 60
## CD45RO.PTPRC.AHS0036.pAbO 0.6357256 31
## TYMS 0.6910676 11
## CD127.IL7R.AHS0028.pAbO 0.5548689 44
## TNFRSF8 0.5575548 57
## CD40LG 0.5495362 51
## CD38.HIT2.CD38.AHS0022.pAbO 0.7370402 20
## CD9 0.5545540 60
## TK1 0.6289245 21
## CD69 0.5875306 47
## IL4 0.5366693 68
## CD5.UCHT2.CD5.AHS0047.pAbO 0.5420944 57
## FN1 0.5632076 52
## CD34.581.CD34.AHS0061.pAbO 0.5748883 49
## TNFRSF1B 0.5886786 44
## LAIR2 0.5577491 62
## CD39.ENTPD1.AHS0006.pAbO 0.6290478 32
## CD45RA.HI100.PTPRC.AHS0009.pAbO 0.6172830 23
## CD70 0.6303746 35
## AURKB 0.6122648 24
## CD25.2A3.IL2RA.AHS0026.pAbO 0.6125569 38
## CD27.L128.CD27.AHS0249.pAbO 0.5412049 52
## CCNB1 0.5871492 39
## CD40.CD40.AHS0117.pAbO 0.5309295 66
## MCM4 0.6216969 30
## UBE2C 0.5990580 31
## PTTG2 0.5954046 42
## CD19.SJ25C1.CD19.AHS0030.pAbO 0.5888456 46
## CD274 0.5198340 69
## DUSP4 0.5454960 73
## MGST1 0.5383162 67
## IL1RN 0.5169740 70
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 0.5256207 58
## IL15RA 0.5453695 78
## MZB1 0.6084799 45
## IL2 0.5106992 71
## CD72 0.5169035 74
## IL1RL1 0.5158983 73
## MKI67 0.5360594 75
## IL3RA 0.5196196 97
## IGKC 0.5197464 94
## IL6 0.5096740 115
## FOXP1 0.5104318 97
## CXCL8 0.5079319 78
## AIM2 0.5111685 104
## IgD.IGHD.AHS0058.pAbO 0.5268209 64
## IL1B 0.5059497 77
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.6108146 25
## TNFRSF9 0.5115408 106
## GATA3 0.5068577 85
## TMEM97 0.6028106 36
## CLEC2D 0.5387503 82
## SELL 0.5215057 96
## RORC 0.5101789 75
## CD200 0.5038265 84
## POU2AF1 0.5031888 86
## FUT4 0.5092849 107
## TOP2A 0.6019126 26
## BCL6 0.5035065 122
## LAMP3 0.5052701 130
## CCL20 0.5025510 88
## PYCR1 0.5229595 95
## QPCT 0.5080339 91
## ZBTB16 0.5154802 97
## IL31 0.5012755 92
## IL6R 0.5012755 92
## CXCL5 0.5101339 111
## CD79A 0.5016605 94
## NT5E 0.5022321 141
## CD21.B.LY4.CR2.AHS0074.pAbO 0.5088565 87
## LILRB4 0.5009566 95
## CD24 0.5009870 113
## PAX5 0.5012755 98
## CLEC4D 0.5006378 112
## IL9R 0.5023713 138
## IL5 0.5024109 139
## CCL2 0.5006378 111
## SLAMF1 0.5010273 159
## SLC25A37 0.5020853 142
## CD163 0.5003189 104
## CD36 0.5003189 104
## CLEC4E 0.5003189 104
## CMKLR1 0.5003189 104
## IL1R2 0.5003189 104
## CTSG 0.5031888 135
## THBD 0.5003189 115
## ARG1 0.5003189 118
## MITF 0.5003189 118
## TLR7 0.5006378 99
## RNASE2 0.5003189 118
## SPP1 0.5003189 118
## CSF3 0.5003189 104
## IL22 0.5010273 100
## S100A9 0.5007086 165
## TREM1 0.5003189 104
## SLC7A7 0.5003189 115
## TNFRSF25 0.5016319 96
## HLA.DRB3 0.5006378 150
## CXCL10 0.5007083 165
## CD28 0.5006378 101
## VSIG4 0.5003189 115
## LY86 0.5003189 158
## ZAP70 0.5010605 144
## IL12A 0.5012755 148
## ALAS2 0.5000000 124
## AOC3 0.5000000 124
## APOE 0.5000000 124
## AQP9 0.5000000 124
## BLK 0.5000000 124
## BLNK 0.5000000 124
## BPI 0.5000000 124
## C1QA 0.5000000 124
## C1QB 0.5000000 124
## CCL13 0.5000000 124
## CCL17 0.5000000 124
## CCL19 0.5000000 124
## CCR9 0.5000000 124
## CD1B 0.5000000 124
## CD1C 0.5000000 124
## CD209 0.5000000 124
## CD34 0.5000000 124
## CEACAM8 0.5000000 124
## CHI3L1 0.5000000 124
## CLC 0.5000000 124
## CLEC10A 0.5000000 124
## CNTNAP3 0.5000000 124
## CPA3 0.5000000 124
## CR2 0.5000000 124
## CXCL1 0.5000000 124
## CXCL11 0.5000000 124
## CXCL13 0.5000000 124
## CXCL3 0.5000000 124
## DEFA3 0.5000000 124
## DEFA4 0.5000000 124
## EBF1 0.5000000 124
## ELANE 0.5000000 124
## EPX 0.5000000 124
## F13A1 0.5000000 124
## F5 0.5000000 124
## FAM129C 0.5000000 124
## FCER1A 0.5000000 124
## FCER2 0.5000000 124
## FCN1 0.5000000 124
## FLT3 0.5000000 124
## GHR 0.5000000 124
## IFNA1 0.5000000 124
## IGHD_membrane 0.5000000 124
## IGHE_secreted 0.5000000 124
## IGHG1_membrane 0.5000000 124
## IGHG1_secreted 0.5000000 124
## IGHG2_secreted 0.5000000 124
## IGHG3_secreted 0.5000000 124
## IGHG4_secreted 0.5000000 124
## IGLC3 0.5000000 124
## IL17A 0.5000000 124
## IL21 0.5000000 124
## IL25 0.5000000 124
## IL33 0.5000000 124
## IL9 0.5000000 124
## JCHAIN 0.5000000 124
## LRRC32 0.5000000 124
## MME 0.5000000 124
## MMP12 0.5000000 124
## MS4A1 0.5000000 124
## S100A12 0.5000000 124
## TCL1A 0.5000000 124
## TNFRSF17 0.5000000 124
## TPSAB1 0.5000000 124
## VPREB3 0.5000000 124
## AZU1 0.5000000 172
## CD40 0.5000000 172
## TLR8 0.5000000 172
## TNFRSF13C 0.5000000 172
## NRP1 0.5059296 114
## CD22 0.5000000 124
## GZMM 0.5000000 124
## MMP9 0.5000000 124
## PI3 0.5000000 124
## CCR4 0.5000000 172
## CD4 0.5000000 172
## CCR10 0.5000000 172
## IL17F 0.5000000 124
## BTLA 0.5000000 124
## CCL22 0.5000000 124
## KCNE3 0.5000000 124
## PDCD1 0.5000000 124
## TGFBI 0.5003189 169
## CXCL2 0.5000000 172
## IER5 0.5031946 128
## CXCL9 0.5000000 124
## TNFRSF18 0.5003857 167
## HMMR 0.5633901 48
## CXCR2 0.5000000 124
## IGHA1_secreted 0.5000000 194
## ADGRE1 0.5000000 172
## VMO1 0.5000000 194
## CXCR5 0.5003189 169
## TGFB1 0.5005086 164
## IGHM_secreted 0.5000000 172
## CXCR1 0.5000000 172
## CD1A 0.5003857 167
## CD14 0.5000000 190
## TNFRSF4 0.5000000 172
## TLR9 0.5000000 190
## CCR7 0.5012755 154
## CXCL16 0.5040755 142
## TCF7 0.5000000 124
## TGFB3 0.4997482 222
## TLR2 0.5002125 183
## TCF4 0.4998818 244
## LTB 0.5000980 123
## CD5 0.5006378 150
## IGHM_membrane 0.5003189 169
## CMTM2 0.5005321 162
## SNCA 0.5094560 112
## CD27 0.5006378 150
## TNFSF13 0.5006573 160
## B3GAT1 0.5028962 132
## CD3G 0.5022590 135
## THBS1 0.5036554 81
## CD160 0.5175498 94
## IL12RB1 0.5131167 118
## RNASE6 0.5054953 119
## ZNF683 0.5057613 118
## IKZF2 0.5115855 110
## STAT6 0.4996065 216
## TSPAN32 0.5031190 83
## PTGDR2 0.5018606 142
## GIMAP7 0.5012307 151
## CD79B 0.5020112 137
## CTSD 0.5095455 128
## CD6 0.5009923 159
## CD3.SK7.CD3E.AHS0033.pAbO 0.5233826 65
## CCR8 0.5026206 132
## CTLA4 0.5172372 99
## ATF6B 0.5009894 168
## ADGRG3 0.4996134 276
## CD103.ITGAE.AHS0001.pAbO 0.5108513 80
## CX3CR1 0.5053894 120
## PECAM1 0.5524752 70
## CD8B 0.5035590 126
## CD3D 0.5224863 90
## CCR3 0.4997824 280
## VEGFA 0.5428918 75
## KLRC4 0.5028684 133
## S1PR1 0.5046555 122
## LGALS9 0.5039580 124
## MCM2 0.6160970 34
## CD38 0.5072253 110
## TNFSF13B 0.5060960 135
## PMCH 0.5217831 96
## CD86 0.5399224 78
## OAS1 0.5079589 108
## CD8.SK1.CD8A.AHS0228.pAbO 0.5134575 113
## CX3CR1.CX3CR1.AHS0125.pAbO 0.5042218 123
## KDELR1 0.5001951 184
## IL18 0.5140650 98
## IL15 0.4965378 283
## EOMES 0.5036811 125
## NCAM1 0.4981098 274
## CHI3L2 0.4969171 251
## BCL11B 0.5147321 99
## CXCR3 0.5151332 115
## CD28.CD28.2.CD28.AHS0024.pAbO 0.5270002 62
## CD33 0.5442530 65
## HLA.DRA 0.6271761 36
## FOXP3 0.4981847 278
## LAG3 0.5110289 107
## GAB2 0.5015944 150
## IL2RA 0.6132608 37
## PASK 0.5016947 146
## FBXO22 0.5199505 107
## STAT1 0.5151761 97
## CD7 0.4982706 263
## CD2.CD2.AHS0029.pAbO 0.7257270 22
## KLRC3 0.5679047 61
## LGALS3 0.5564924 63
## CD33.WM53.CD33.AHS0044.pAbO 0.5933329 38
## CD95.FAS.AHS0023.pAbO 0.5248346 93
## RORA 0.5184554 92
## CD8A 0.5021661 136
## TRAT1 0.5340284 87
## HLA.DQA1 0.5844620 50
## CCR7.CCR7.AHS0273.pAbO 0.5194419 76
## IL7R 0.4994689 290
## HLA.DQB1 0.5949901 43
## FOXO3 0.4895959 317
## IL12RB2 0.6374312 32
## KLRG1 0.5113917 105
## GLG1 0.4887277 309
## ITK 0.5160739 67
## CD44 0.5186829 63
## TNFSF8 0.5136362 102
## ICOS 0.5097081 114
## CBLB 0.4998802 260
## PSEN1 0.4848247 331
## TIAF1 0.4921480 317
## YBX3 0.5496661 69
## HLA.DMB 0.5272429 86
## HLA.DPB1 0.5915536 45
## DUSP1 0.4825024 302
## GNAI2 0.5055381 121
## IgG.IGHG1_2_3_4.AHS0059.pAbO 0.7384036 19
## GZMH 0.5436845 74
## STAT3 0.4837545 311
## CD18.ITGB2.AHS0091.pAbO 0.8070080 9
## PDIA4 0.5201938 88
## Tim3.HAVCR2.AHS0016.pAbO 0.6140007 44
## ITGAX 0.5967707 34
## FOXO1 0.5115421 104
## CCR1 0.4910125 322
## LEF1 0.4987831 256
## RGS1 0.5723769 53
## CCR6 0.5036144 127
## SPOCK2 0.4954446 300
## CNOT2 0.4450082 335
## TRIB2 0.5013036 147
## CD102.ICAM2.AHS0155.pAbO 0.4824172 344
## PCNA 0.5973702 27
## HMGB2 0.5701099 40
## ANXA5 0.5389085 62
## NINJ2 0.4657957 350
## IFITM3 0.6113819 45
## TARP_refseq 0.4843962 323
## IL4R 0.4558146 345
## CD300A 0.5031412 82
## FAS 0.4911511 319
## TIGIT 0.5997101 42
## IGBP1 0.4732686 348
## IL23R 0.4924727 316
## VNN2 0.4657974 341
## KIT 0.5483536 55
## KIR2DL1 0.6138478 40
## HLA.DPA1 0.5714781 55
## IL18RAP 0.5017988 139
## HLA.DMA 0.5071684 116
## FAM65B 0.4782593 342
## LAT 0.4434187 375
## CD161.DX12.KLRB1.AHS0002.pAbO 0.4970602 307
## CCR5 0.4595682 361
## ITGAL 0.4390062 364
## DPP4 0.4776286 344
## VPS28 0.4668509 356
## CD279.EH12.1.PDCD1.AHS0014.pAbO 0.5410938 76
## ADA 0.4980391 311
## GIMAP5 0.4570697 344
## CCR2 0.4831138 339
## TRAC 0.5012060 158
## CXCR6 0.4495532 333
## LAT2 0.5224695 95
## ITGAE 0.4693121 356
## FYB 0.4421152 350
## IFNGR1 0.4281593 382
## PRDM1 0.5081952 112
## CD244 0.4289557 379
## NCR3 0.4657789 351
## CD94.KLRD1.AHS0085.pAbO 0.7187813 23
## LIPA 0.4572121 368
## PIK3AP1 0.4376149 343
## CD3E 0.4190044 356
## STAT4 0.4036903 391
## ITGAM 0.4204445 397
## XBP1 0.4345058 386
## PDIA6 0.4938811 323
## RPN2 0.4804732 341
## BIN2 0.4247162 390
## GAPDH 0.5677690 69
## IFITM2 0.5541020 79
## IKZF1 0.4763130 346
## ITGA4 0.4783759 336
## CD52 0.4595405 327
## LAP3 0.4434028 376
## CD74 0.5713209 57
## IL18R1 0.3997086 372
## BAX 0.4272015 393
## CD247 0.5251011 87
## LGALS1 0.4421513 377
## KLRC1 0.3961087 395
## ENTPD1 0.4147282 386
## HAVCR2 0.4515501 366
## GZMA 0.5111851 101
## BCL2 0.4265920 382
## CCL5 0.7271323 21
## GIMAP2 0.4214901 401
## LYN 0.4083479 408
## KLRF1 0.5527036 65
## RUNX3 0.4035603 403
## IL32 0.3949367 394
## CASP3 0.3764922 404
## ITGB2 0.5877441 47
## FYN 0.4358631 380
## APOBEC3G 0.3420229 429
## GNLY 0.4126070 371
## PIK3IP1 0.3883805 385
## CCND2 0.3352499 414
## CD37 0.3583712 401
## CD335.NCR1.AHS0068.pAbO 0.4135638 362
## FCER1G 0.4073074 368
## TNFSF10 0.4164870 405
## S100A10 0.3940095 418
## CASP5 0.3227142 429
## LCK 0.4108066 396
## BTG1 0.4133354 363
## KLRB1 0.3933202 380
## CD48 0.3583479 436
## TRDC 0.4084715 399
## CTSW 0.3923258 420
## FCGR3A 0.6560916 26
## GZMK 0.5557337 64
## KLRK1 0.3134504 439
## TXK 0.3504365 405
## CD2 0.3527564 425
## SELPLG 0.3897185 426
## LAMP1 0.3071422 436
## ARL4C 0.3471358 437
## TRBC2 0.3107879 448
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 0.4537855 364
## IL2RB 0.3146620 420
## PTPRC 0.2375830 458
## DOCK8 0.2969721 452
## CST7 0.4003462 404
## CD63 0.3283458 446
## CXCR4 0.3597151 423
## PRF1 0.2282803 459
## NKG7 0.2734111 450
## HLA.A 0.1853536 474
## HLA.C 0.1824938 476
## mean.logFC.detected
## CSF2 4.212629e-01
## IFNG 3.003851e-01
## CCL4 8.358067e-03
## CCL3 1.055717e-01
## XCL1 1.225181e+00
## MYC 6.240873e-01
## IER3 1.764620e+00
## TNF 3.249267e-01
## CD4.SK3.CD4.AHS0032.pAbO 2.940899e-01
## ICAM1 7.272989e-01
## BCL2A1 1.175421e+00
## EGR3 2.079520e+00
## CCL1 1.344598e+00
## CD81.CD81.AHS0021.pAbO 0.000000e+00
## DUSP2 7.461201e-01
## NAMPT 6.197463e-01
## GZMB 4.713826e-03
## CD69.CD69.AHS0010.pAbO 0.000000e+00
## FOSB 1.741972e+00
## CD152.CTLA4.AHS0017.pAbO 1.117439e-04
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 8.244669e-03
## FASLG 1.401464e+00
## EGR1 1.173926e+00
## IgM.IGHM.AHS0198.pAbO 3.324066e-02
## IRF8 1.493835e-01
## BIRC3 2.640676e-01
## LIF 2.084752e+00
## TNFSF14 4.987773e-01
## IRF4 1.276878e+00
## CD226.CD226.AHS0079.pAbO 9.490127e-03
## IL13 2.322584e+00
## CD26.DPP4.AHS0109.pAbO 0.000000e+00
## TBX21 6.708272e-01
## CD7.CD7.AHS0043.pAbO 0.000000e+00
## STAT5A 1.002945e+00
## CD1D.CD1D.AHS0219.pAbO 3.949203e-04
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 5.258440e-04
## ZBED2 2.182323e+00
## FOSL1 2.776309e+00
## SEMA7A 2.105457e+00
## IL3 1.532826e+00
## JUN 9.258576e-01
## C10orf54 9.898366e-01
## CD314.KLRK1.AHS0065.pAbO 2.667952e-04
## LTA 1.016743e+00
## CD215.IL15RA.AHS0212.pAbO 1.171925e-03
## BACH2 1.489153e+00
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 1.538548e-03
## CD80 8.912121e-01
## KIAA0101 1.033269e+00
## CD22.CD22.AHS0195.pAbO 6.339033e-02
## CD14.MPHIP9.CD14.AHS0037.pAbO 8.491149e-02
## FTH1 1.019004e+00
## JUNB 1.690290e+00
## CD45RO.PTPRC.AHS0036.pAbO 6.447409e-02
## TYMS 4.461695e-01
## CD127.IL7R.AHS0028.pAbO 1.084954e-02
## TNFRSF8 1.815734e+00
## CD40LG 1.763546e+00
## CD38.HIT2.CD38.AHS0022.pAbO 0.000000e+00
## CD9 8.054435e-01
## TK1 1.176753e+00
## CD69 1.602316e-01
## IL4 1.801701e+00
## CD5.UCHT2.CD5.AHS0047.pAbO 1.144978e-01
## FN1 1.063306e+00
## CD34.581.CD34.AHS0061.pAbO 3.309424e-02
## TNFRSF1B 5.427774e-01
## LAIR2 5.401125e-01
## CD39.ENTPD1.AHS0006.pAbO 9.651343e-04
## CD45RA.HI100.PTPRC.AHS0009.pAbO 3.783347e-03
## CD70 4.312469e-01
## AURKB 1.036782e+00
## CD25.2A3.IL2RA.AHS0026.pAbO 1.318331e-02
## CD27.L128.CD27.AHS0249.pAbO 1.201405e-01
## CCNB1 1.123243e+00
## CD40.CD40.AHS0117.pAbO 3.099829e-01
## MCM4 7.622071e-01
## UBE2C 1.264363e+00
## PTTG2 7.259777e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO 3.957621e-02
## CD274 1.385235e+00
## DUSP4 4.227065e-01
## MGST1 7.377189e-01
## IL1RN 1.938678e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 4.592577e-02
## IL15RA 4.558380e-01
## MZB1 5.013682e-01
## IL2 2.024846e+00
## CD72 1.079949e+00
## IL1RL1 4.657630e-01
## MKI67 1.306175e+00
## IL3RA 5.584931e-01
## IGKC 9.498573e-01
## IL6 1.358372e+00
## FOXP1 7.425757e-01
## CXCL8 1.576335e+00
## AIM2 7.693188e-01
## IgD.IGHD.AHS0058.pAbO 5.869403e-02
## IL1B 2.036706e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.000000e+00
## TNFRSF9 1.632405e+00
## GATA3 9.787444e-01
## TMEM97 6.436581e-01
## CLEC2D 4.364175e-01
## SELL 5.930346e-01
## RORC 1.607583e+00
## CD200 2.203699e+00
## POU2AF1 2.730434e+00
## FUT4 2.604612e-01
## TOP2A 4.966315e-01
## BCL6 4.348254e-01
## LAMP3 7.549307e-01
## CCL20 1.835562e+00
## PYCR1 5.723932e-01
## QPCT 3.505920e-01
## ZBTB16 1.972147e-01
## IL31 2.239509e+00
## IL6R 2.239509e+00
## CXCL5 1.889092e-01
## CD79A 1.153025e+00
## NT5E 1.237683e+00
## CD21.B.LY4.CR2.AHS0074.pAbO 5.584066e-02
## LILRB4 1.755567e+00
## CD24 3.936312e-01
## PAX5 7.655941e-01
## CLEC4D 1.015186e+00
## IL9R 6.782727e-01
## IL5 3.876341e-01
## CCL2 8.151861e-01
## SLAMF1 5.755287e-01
## SLC25A37 2.905221e-01
## CD163 9.513045e-01
## CD36 9.513045e-01
## CLEC4E 9.513045e-01
## CMKLR1 9.513045e-01
## IL1R2 9.513045e-01
## CTSG 1.184985e+00
## THBD 8.143378e-01
## ARG1 8.143378e-01
## MITF 8.143378e-01
## TLR7 1.053634e+00
## RNASE2 6.464221e-01
## SPP1 6.464221e-01
## CSF3 7.513045e-01
## IL22 4.393909e-01
## S100A9 3.605992e-01
## TREM1 5.853520e-01
## SLC7A7 4.312908e-01
## TNFRSF25 7.302553e-01
## HLA.DRB3 3.399854e-01
## CXCL10 2.543392e-01
## CD28 3.288613e-01
## VSIG4 3.409694e-01
## LY86 2.049239e-01
## ZAP70 5.374655e-02
## IL12A 5.350434e-01
## ALAS2 -1.281371e-16
## AOC3 -1.281371e-16
## APOE -1.281371e-16
## AQP9 -1.281371e-16
## BLK -1.281371e-16
## BLNK -1.281371e-16
## BPI -1.281371e-16
## C1QA -1.281371e-16
## C1QB -1.281371e-16
## CCL13 -1.281371e-16
## CCL17 -1.281371e-16
## CCL19 -1.281371e-16
## CCR9 -1.281371e-16
## CD1B -1.281371e-16
## CD1C -1.281371e-16
## CD209 -1.281371e-16
## CD34 -1.281371e-16
## CEACAM8 -1.281371e-16
## CHI3L1 -1.281371e-16
## CLC -1.281371e-16
## CLEC10A -1.281371e-16
## CNTNAP3 -1.281371e-16
## CPA3 -1.281371e-16
## CR2 -1.281371e-16
## CXCL1 -1.281371e-16
## CXCL11 -1.281371e-16
## CXCL13 -1.281371e-16
## CXCL3 -1.281371e-16
## DEFA3 -1.281371e-16
## DEFA4 -1.281371e-16
## EBF1 -1.281371e-16
## ELANE -1.281371e-16
## EPX -1.281371e-16
## F13A1 -1.281371e-16
## F5 -1.281371e-16
## FAM129C -1.281371e-16
## FCER1A -1.281371e-16
## FCER2 -1.281371e-16
## FCN1 -1.281371e-16
## FLT3 -1.281371e-16
## GHR -1.281371e-16
## IFNA1 -1.281371e-16
## IGHD_membrane -1.281371e-16
## IGHE_secreted -1.281371e-16
## IGHG1_membrane -1.281371e-16
## IGHG1_secreted -1.281371e-16
## IGHG2_secreted -1.281371e-16
## IGHG3_secreted -1.281371e-16
## IGHG4_secreted -1.281371e-16
## IGLC3 -1.281371e-16
## IL17A -1.281371e-16
## IL21 -1.281371e-16
## IL25 -1.281371e-16
## IL33 -1.281371e-16
## IL9 -1.281371e-16
## JCHAIN -1.281371e-16
## LRRC32 -1.281371e-16
## MME -1.281371e-16
## MMP12 -1.281371e-16
## MS4A1 -1.281371e-16
## S100A12 -1.281371e-16
## TCL1A -1.281371e-16
## TNFRSF17 -1.281371e-16
## TPSAB1 -1.281371e-16
## VPREB3 -1.281371e-16
## AZU1 -1.369667e-01
## CD40 -1.369667e-01
## TLR8 -1.369667e-01
## TNFRSF13C -1.369667e-01
## NRP1 4.143916e-01
## CD22 -1.659524e-01
## GZMM -1.659524e-01
## MMP9 -1.830469e-01
## PI3 -1.830469e-01
## CCR4 -2.294656e-01
## CD4 -2.294656e-01
## CCR10 -3.048823e-01
## IL17F -2.000000e-01
## BTLA -2.706403e-01
## CCL22 -2.733683e-01
## KCNE3 -2.733683e-01
## PDCD1 -2.733683e-01
## TGFBI -1.519494e-01
## CXCL2 -5.235629e-01
## IER5 6.736500e-02
## CXCL9 -5.675279e-01
## TNFRSF18 -1.618015e-01
## HMMR 9.133444e-01
## CXCR2 -6.414525e-01
## IGHA1_secreted -7.755226e-01
## ADGRE1 -6.261888e-01
## VMO1 -7.798937e-01
## CXCR5 -2.647788e-01
## TGFB1 -7.065401e-02
## IGHM_secreted -5.645527e-01
## CXCR1 -1.000095e+00
## CD1A -2.744151e-01
## CD14 -1.103254e+00
## TNFRSF4 -1.219860e+00
## TLR9 -8.200329e-01
## CCR7 3.464383e-01
## CXCL16 8.055934e-03
## TCF7 -1.266887e+00
## TGFB3 -1.566287e+00
## TLR2 -2.681113e-01
## TCF4 -7.482216e-01
## LTB -2.286495e-01
## CD5 -4.570024e-01
## IGHM_membrane -6.048215e-01
## CMTM2 -3.385081e-01
## SNCA 1.860104e-01
## CD27 -7.264970e-01
## TNFSF13 -1.624938e-01
## B3GAT1 -2.115893e-01
## CD3G -1.774356e-01
## THBS1 -4.506926e-02
## CD160 8.037566e-01
## IL12RB1 4.614763e-02
## RNASE6 -5.127959e-02
## ZNF683 5.242219e-01
## IKZF2 1.612446e-03
## STAT6 -3.813060e-01
## TSPAN32 -1.797902e-01
## PTGDR2 -9.986874e-02
## GIMAP7 -7.624020e-01
## CD79B -6.392941e-01
## CTSD 3.541890e-02
## CD6 -1.317113e+00
## CD3.SK7.CD3E.AHS0033.pAbO 1.361183e-02
## CCR8 -4.916440e-03
## CTLA4 3.524933e-03
## ATF6B -2.643356e-01
## ADGRG3 -3.690661e-01
## CD103.ITGAE.AHS0001.pAbO 2.340750e-02
## CX3CR1 -4.199197e-01
## PECAM1 3.199007e-01
## CD8B -5.754510e-01
## CD3D 7.098323e-03
## CCR3 -1.330406e+00
## VEGFA 1.477359e-01
## KLRC4 -5.227309e-01
## S1PR1 -2.664321e-01
## LGALS9 -3.016647e-01
## MCM2 4.635053e-01
## CD38 -1.104142e-01
## TNFSF13B -2.626581e-01
## PMCH -4.450514e-02
## CD86 1.753808e-01
## OAS1 -1.491079e-01
## CD8.SK1.CD8A.AHS0228.pAbO 5.036294e-02
## CX3CR1.CX3CR1.AHS0125.pAbO 2.461067e-02
## KDELR1 -4.486957e-01
## IL18 -1.251072e-01
## IL15 -2.724235e-01
## EOMES -7.804233e-01
## NCAM1 -6.766178e-01
## CHI3L2 -6.124320e-01
## BCL11B -2.047315e-01
## CXCR3 1.089519e-01
## CD28.CD28.2.CD28.AHS0024.pAbO 1.646455e-02
## CD33 2.034387e-01
## HLA.DRA 3.674734e-01
## FOXP3 -8.968399e-01
## LAG3 -1.312195e-01
## GAB2 -7.341081e-02
## IL2RA 1.416909e-01
## PASK -2.449608e-01
## FBXO22 -1.129152e-02
## STAT1 -1.008051e-01
## CD7 -1.974517e-02
## CD2.CD2.AHS0029.pAbO 0.000000e+00
## KLRC3 2.351569e-01
## LGALS3 2.587760e-01
## CD33.WM53.CD33.AHS0044.pAbO 2.546030e-02
## CD95.FAS.AHS0023.pAbO 0.000000e+00
## RORA -3.843193e-01
## CD8A -1.439656e-01
## TRAT1 -2.176543e-02
## HLA.DQA1 3.399336e-01
## CCR7.CCR7.AHS0273.pAbO 4.321114e-03
## IL7R -8.153896e-01
## HLA.DQB1 2.513779e-01
## FOXO3 -5.189043e-01
## IL12RB2 3.564654e-01
## KLRG1 -7.042390e-01
## GLG1 -5.704280e-01
## ITK 2.171659e-01
## CD44 1.637683e-01
## TNFSF8 -7.171368e-01
## ICOS -1.042639e-02
## CBLB -5.998838e-02
## PSEN1 -3.141813e-01
## TIAF1 -3.507698e-01
## YBX3 1.540734e-01
## HLA.DMB -6.808983e-02
## HLA.DPB1 2.207949e-01
## DUSP1 -2.727771e-01
## GNAI2 4.433632e-03
## IgG.IGHG1_2_3_4.AHS0059.pAbO 1.134733e-03
## GZMH -2.655882e-01
## STAT3 -1.472246e-01
## CD18.ITGB2.AHS0091.pAbO 0.000000e+00
## PDIA4 1.142051e-01
## Tim3.HAVCR2.AHS0016.pAbO 5.338374e-04
## ITGAX 2.810561e-01
## FOXO1 -6.323053e-01
## CCR1 -7.826984e-01
## LEF1 -3.539164e-01
## RGS1 7.387192e-02
## CCR6 -9.271055e-01
## SPOCK2 -1.002881e+00
## CNOT2 1.750953e-01
## TRIB2 -1.536529e-01
## CD102.ICAM2.AHS0155.pAbO -1.153220e-02
## PCNA 9.820703e-02
## HMGB2 3.473317e-02
## ANXA5 2.185562e-01
## NINJ2 -8.820040e-02
## IFITM3 2.303748e-01
## TARP_refseq 1.013534e-01
## IL4R 1.800133e-01
## CD300A -8.487810e-02
## FAS 9.829609e-02
## TIGIT -9.372315e-03
## IGBP1 -5.130326e-03
## IL23R -2.617992e-01
## VNN2 -6.699876e-01
## KIT -1.467101e-01
## KIR2DL1 2.745606e-02
## HLA.DPA1 1.165439e-01
## IL18RAP 8.682168e-02
## HLA.DMA 1.911864e-03
## FAM65B -9.383161e-01
## LAT -3.954388e-01
## CD161.DX12.KLRB1.AHS0002.pAbO -9.321790e-04
## CCR5 -6.747302e-01
## ITGAL -3.997529e-01
## DPP4 -4.591290e-02
## VPS28 -2.011352e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO -4.106862e-03
## ADA 1.166473e-01
## GIMAP5 -1.121599e+00
## CCR2 -1.676747e+00
## TRAC -5.011668e-01
## CXCR6 -6.270313e-01
## LAT2 -1.609943e-01
## ITGAE -3.680913e-02
## FYB -3.792170e-01
## IFNGR1 -1.605300e-01
## PRDM1 4.977153e-02
## CD244 -5.313299e-01
## NCR3 -1.297760e-02
## CD94.KLRD1.AHS0085.pAbO 2.606681e-04
## LIPA 3.420908e-02
## PIK3AP1 -2.015315e-01
## CD3E -4.670392e-02
## STAT4 9.169983e-02
## ITGAM 4.867022e-02
## XBP1 5.905328e-02
## PDIA6 1.566047e-01
## RPN2 1.524844e-01
## BIN2 -3.401317e-01
## GAPDH 1.629456e-02
## IFITM2 1.349053e-01
## IKZF1 -1.602251e-01
## ITGA4 -2.874934e-01
## CD52 4.647230e-02
## LAP3 8.726140e-02
## CD74 4.140961e-02
## IL18R1 -1.682401e-01
## BAX -2.001180e-01
## CD247 -7.838438e-02
## LGALS1 2.306078e-03
## KLRC1 2.789945e-02
## ENTPD1 -1.535902e-01
## HAVCR2 3.259118e-02
## GZMA -5.166609e-04
## BCL2 -3.957977e-01
## CCL5 1.652405e-02
## GIMAP2 -1.169171e+00
## LYN -8.077639e-02
## KLRF1 -2.287794e-01
## RUNX3 1.873090e-02
## IL32 2.226665e-02
## CASP3 -8.009198e-02
## ITGB2 -1.379917e-02
## FYN 5.816028e-03
## APOBEC3G 1.208028e-02
## GNLY 1.226137e-03
## PIK3IP1 -1.714911e+00
## CCND2 3.160520e-02
## CD37 -2.373986e-01
## CD335.NCR1.AHS0068.pAbO -4.516434e-03
## FCER1G 2.763475e-03
## TNFSF10 1.697742e-03
## S100A10 2.306995e-02
## CASP5 -1.689937e-01
## LCK -1.753253e-01
## BTG1 -2.389710e-02
## KLRB1 -2.796113e-01
## CD48 -3.151210e-04
## TRDC -9.269831e-02
## CTSW 1.254196e-02
## FCGR3A -1.819407e-01
## GZMK -1.482672e-01
## KLRK1 -8.870180e-02
## TXK -5.793433e-01
## CD2 -1.489835e-02
## SELPLG -5.900543e-01
## LAMP1 -2.194605e-02
## ARL4C -8.355134e-01
## TRBC2 6.231839e-04
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -3.583865e-04
## IL2RB -5.536789e-04
## PTPRC -4.259579e-02
## DOCK8 -8.950501e-02
## CST7 -5.374877e-03
## CD63 -2.028999e-03
## CXCR4 -5.405485e-01
## PRF1 2.239357e-04
## NKG7 -3.694842e-03
## HLA.A 0.000000e+00
## HLA.C 0.000000e+00
## min.logFC.detected
## CSF2 1.158374e-01
## IFNG 1.615903e-01
## CCL4 0.000000e+00
## CCL3 1.217239e-02
## XCL1 4.341010e-01
## MYC 2.161323e-01
## IER3 1.012382e+00
## TNF 1.761407e-01
## CD4.SK3.CD4.AHS0032.pAbO 1.266820e-01
## ICAM1 5.304812e-01
## BCL2A1 2.381824e-01
## EGR3 3.254994e-01
## CCL1 1.119299e+00
## CD81.CD81.AHS0021.pAbO 0.000000e+00
## DUSP2 -4.242662e-02
## NAMPT 9.159478e-02
## GZMB 0.000000e+00
## CD69.CD69.AHS0010.pAbO 0.000000e+00
## FOSB 9.347717e-01
## CD152.CTLA4.AHS0017.pAbO 0.000000e+00
## CD11b.ICRF44.ITGAM.AHS0184.pAbO -2.202420e-03
## FASLG 4.752869e-01
## EGR1 2.609102e-01
## IgM.IGHM.AHS0198.pAbO 1.974870e-02
## IRF8 -1.080522e-02
## BIRC3 1.336126e-01
## LIF 6.515720e-01
## TNFSF14 3.602534e-01
## IRF4 2.246049e-01
## CD226.CD226.AHS0079.pAbO 1.421762e-03
## IL13 8.659633e-01
## CD26.DPP4.AHS0109.pAbO 0.000000e+00
## TBX21 3.455828e-01
## CD7.CD7.AHS0043.pAbO 0.000000e+00
## STAT5A 5.191521e-01
## CD1D.CD1D.AHS0219.pAbO -7.225173e-04
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO -1.126052e-02
## ZBED2 6.708826e-01
## FOSL1 1.687500e+00
## SEMA7A 7.308666e-01
## IL3 1.432439e+00
## JUN 4.039359e-01
## C10orf54 5.181784e-01
## CD314.KLRK1.AHS0065.pAbO 0.000000e+00
## LTA 3.364241e-01
## CD215.IL15RA.AHS0212.pAbO -9.197929e-04
## BACH2 1.035575e+00
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO -2.034987e-03
## CD80 4.443792e-01
## KIAA0101 -9.381768e-01
## CD22.CD22.AHS0195.pAbO 4.391461e-02
## CD14.MPHIP9.CD14.AHS0037.pAbO 1.338825e-02
## FTH1 -9.443815e-02
## JUNB 8.564172e-01
## CD45RO.PTPRC.AHS0036.pAbO -3.333097e-02
## TYMS -5.235164e-01
## CD127.IL7R.AHS0028.pAbO 6.106993e-04
## TNFRSF8 3.350580e-02
## CD40LG -1.288883e-01
## CD38.HIT2.CD38.AHS0022.pAbO 0.000000e+00
## CD9 1.317925e-01
## TK1 -1.147682e+00
## CD69 2.781441e-02
## IL4 5.693565e-01
## CD5.UCHT2.CD5.AHS0047.pAbO 3.158757e-02
## FN1 -2.470149e-01
## CD34.581.CD34.AHS0061.pAbO 1.562086e-03
## TNFRSF1B -1.845777e-02
## LAIR2 1.236136e-01
## CD39.ENTPD1.AHS0006.pAbO 0.000000e+00
## CD45RA.HI100.PTPRC.AHS0009.pAbO -4.803874e-03
## CD70 -1.787756e-01
## AURKB -1.260119e+00
## CD25.2A3.IL2RA.AHS0026.pAbO -4.390836e-02
## CD27.L128.CD27.AHS0249.pAbO 5.236604e-02
## CCNB1 -1.240446e+00
## CD40.CD40.AHS0117.pAbO 1.106516e-01
## MCM4 -7.668261e-01
## UBE2C -1.454835e+00
## PTTG2 -8.970441e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO -4.630430e-02
## CD274 7.844475e-01
## DUSP4 1.471010e-01
## MGST1 -4.193615e-01
## IL1RN 4.501676e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 2.471506e-05
## IL15RA -3.045123e-01
## MZB1 -4.141183e-01
## IL2 1.342095e+00
## CD72 -1.107859e-01
## IL1RL1 1.476593e-01
## MKI67 -1.472087e+00
## IL3RA -2.858417e-01
## IGKC -6.840061e-01
## IL6 -1.030694e-01
## FOXP1 9.412760e-02
## CXCL8 6.432219e-01
## AIM2 -2.337024e-01
## IgD.IGHD.AHS0058.pAbO 7.398756e-03
## IL1B 1.144762e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.000000e+00
## TNFRSF9 -5.882990e-01
## GATA3 9.129273e-02
## TMEM97 -7.844010e-01
## CLEC2D -8.256807e-01
## SELL -3.825288e-01
## RORC -1.393086e+00
## CD200 5.474018e-01
## POU2AF1 1.962433e+00
## FUT4 -5.225826e-01
## TOP2A -1.092136e+00
## BCL6 2.611303e-02
## LAMP3 -6.197711e-01
## CCL20 -6.180951e-01
## PYCR1 -1.019448e+00
## QPCT -4.329783e-01
## ZBTB16 -2.739200e-01
## IL31 1.909832e+00
## IL6R 1.909832e+00
## CXCL5 -4.002230e-01
## CD79A 3.607799e-01
## NT5E -2.487216e-01
## CD21.B.LY4.CR2.AHS0074.pAbO -3.725422e-02
## LILRB4 1.160422e+00
## CD24 -6.374225e-02
## PAX5 -4.120962e-01
## CLEC4D 2.181209e-01
## IL9R -9.584127e-01
## IL5 -6.938608e-01
## CCL2 2.181209e-01
## SLAMF1 -5.008356e-01
## SLC25A37 -8.106517e-01
## CD163 7.565223e-01
## CD36 7.565223e-01
## CLEC4E 7.565223e-01
## CMKLR1 7.565223e-01
## IL1R2 7.565223e-01
## CTSG -1.341147e+00
## THBD 3.151665e-01
## ARG1 3.151665e-01
## MITF 3.151665e-01
## TLR7 -1.071678e+00
## RNASE2 1.604219e-01
## SPP1 1.604219e-01
## CSF3 -2.434777e-01
## IL22 -6.751306e-01
## S100A9 -3.825888e-01
## TREM1 -2.434777e-01
## SLC7A7 -2.434777e-01
## TNFRSF25 -1.546111e+00
## HLA.DRB3 -8.080734e-01
## CXCL10 -6.932412e-01
## CD28 -7.217761e-01
## VSIG4 -3.668416e-01
## LY86 -1.473281e-01
## ZAP70 -4.366656e-01
## IL12A -1.326861e+00
## ALAS2 -3.203427e-16
## AOC3 -3.203427e-16
## APOE -3.203427e-16
## AQP9 -3.203427e-16
## BLK -3.203427e-16
## BLNK -3.203427e-16
## BPI -3.203427e-16
## C1QA -3.203427e-16
## C1QB -3.203427e-16
## CCL13 -3.203427e-16
## CCL17 -3.203427e-16
## CCL19 -3.203427e-16
## CCR9 -3.203427e-16
## CD1B -3.203427e-16
## CD1C -3.203427e-16
## CD209 -3.203427e-16
## CD34 -3.203427e-16
## CEACAM8 -3.203427e-16
## CHI3L1 -3.203427e-16
## CLC -3.203427e-16
## CLEC10A -3.203427e-16
## CNTNAP3 -3.203427e-16
## CPA3 -3.203427e-16
## CR2 -3.203427e-16
## CXCL1 -3.203427e-16
## CXCL11 -3.203427e-16
## CXCL13 -3.203427e-16
## CXCL3 -3.203427e-16
## DEFA3 -3.203427e-16
## DEFA4 -3.203427e-16
## EBF1 -3.203427e-16
## ELANE -3.203427e-16
## EPX -3.203427e-16
## F13A1 -3.203427e-16
## F5 -3.203427e-16
## FAM129C -3.203427e-16
## FCER1A -3.203427e-16
## FCER2 -3.203427e-16
## FCN1 -3.203427e-16
## FLT3 -3.203427e-16
## GHR -3.203427e-16
## IFNA1 -3.203427e-16
## IGHD_membrane -3.203427e-16
## IGHE_secreted -3.203427e-16
## IGHG1_membrane -3.203427e-16
## IGHG1_secreted -3.203427e-16
## IGHG2_secreted -3.203427e-16
## IGHG3_secreted -3.203427e-16
## IGHG4_secreted -3.203427e-16
## IGLC3 -3.203427e-16
## IL17A -3.203427e-16
## IL21 -3.203427e-16
## IL25 -3.203427e-16
## IL33 -3.203427e-16
## IL9 -3.203427e-16
## JCHAIN -3.203427e-16
## LRRC32 -3.203427e-16
## MME -3.203427e-16
## MMP12 -3.203427e-16
## MS4A1 -3.203427e-16
## S100A12 -3.203427e-16
## TCL1A -3.203427e-16
## TNFRSF17 -3.203427e-16
## TPSAB1 -3.203427e-16
## VPREB3 -3.203427e-16
## AZU1 -6.848335e-01
## CD40 -6.848335e-01
## TLR8 -6.848335e-01
## TNFRSF13C -6.848335e-01
## NRP1 -1.203653e+00
## CD22 -8.297620e-01
## GZMM -8.297620e-01
## MMP9 -9.152346e-01
## PI3 -9.152346e-01
## CCR4 -1.147328e+00
## CD4 -1.147328e+00
## CCR10 -8.395781e-01
## IL17F -1.000000e+00
## BTLA -1.353202e+00
## CCL22 -1.366842e+00
## KCNE3 -1.366842e+00
## PDCD1 -1.366842e+00
## TGFBI -1.215709e+00
## CXCL2 -1.778236e+00
## IER5 -6.288266e-01
## CXCL9 -1.470798e+00
## TNFRSF18 -1.071678e+00
## HMMR -1.626836e+00
## CXCR2 -1.736465e+00
## IGHA1_secreted -1.353202e+00
## ADGRE1 -2.215709e+00
## VMO1 -1.752141e+00
## CXCR5 -1.565406e+00
## TGFB1 -4.964987e-01
## IGHM_secreted -2.822764e+00
## CXCR1 -2.183805e+00
## CD1A -1.557105e+00
## CD14 -2.215709e+00
## TNFRSF4 -2.038987e+00
## TLR9 -2.321928e+00
## CCR7 -2.031432e+00
## CXCL16 -6.130671e-01
## TCF7 -2.038987e+00
## TGFB3 -2.038987e+00
## TLR2 -1.967551e+00
## TCF4 -1.466444e+00
## LTB -6.749964e-01
## CD5 -2.244447e+00
## IGHM_membrane -3.309832e+00
## CMTM2 -9.568952e-01
## SNCA -1.138859e+00
## CD27 -2.321260e+00
## TNFSF13 -6.781102e-01
## B3GAT1 -1.184806e+00
## CD3G -1.358638e+00
## THBS1 -8.882615e-01
## CD160 -1.378311e+00
## IL12RB1 -5.683437e-01
## RNASE6 -1.202509e+00
## ZNF683 -2.114295e+00
## IKZF2 -4.251831e-01
## STAT6 -6.400405e-01
## TSPAN32 -7.666266e-01
## PTGDR2 -2.765768e+00
## GIMAP7 -1.310510e+00
## CD79B -1.603812e+00
## CTSD -5.022633e-01
## CD6 -3.365426e+00
## CD3.SK7.CD3E.AHS0033.pAbO -2.133499e-02
## CCR8 -2.983948e+00
## CTLA4 -9.968082e-01
## ATF6B -6.252061e-01
## ADGRG3 -1.067402e+00
## CD103.ITGAE.AHS0001.pAbO -3.222765e-02
## CX3CR1 -1.134481e+00
## PECAM1 -1.160286e+00
## CD8B -1.897850e+00
## CD3D -7.129003e-01
## CCR3 -2.081703e+00
## VEGFA -1.859621e-01
## KLRC4 -1.013792e+00
## S1PR1 -1.284749e+00
## LGALS9 -1.290466e+00
## MCM2 -8.137430e-01
## CD38 -1.090769e+00
## TNFSF13B -1.215616e+00
## PMCH -4.843049e-01
## CD86 -7.293549e-01
## OAS1 -8.701032e-01
## CD8.SK1.CD8A.AHS0228.pAbO 1.520009e-02
## CX3CR1.CX3CR1.AHS0125.pAbO -6.829744e-02
## KDELR1 -1.146558e+00
## IL18 -9.367743e-01
## IL15 -5.035865e-01
## EOMES -1.442600e+00
## NCAM1 -1.066677e+00
## CHI3L2 -1.022571e+00
## BCL11B -7.710215e-01
## CXCR3 -2.024697e-01
## CD28.CD28.2.CD28.AHS0024.pAbO 5.751650e-03
## CD33 -1.037256e+00
## HLA.DRA -6.524517e-01
## FOXP3 -1.597929e+00
## LAG3 -1.774020e+00
## GAB2 -4.268069e-01
## IL2RA -1.023739e-03
## PASK -1.124440e+00
## FBXO22 -7.008932e-01
## STAT1 -6.658880e-01
## CD7 -3.702743e-01
## CD2.CD2.AHS0029.pAbO 0.000000e+00
## KLRC3 -7.914249e-02
## LGALS3 -5.159400e-01
## CD33.WM53.CD33.AHS0044.pAbO -8.769083e-02
## CD95.FAS.AHS0023.pAbO 0.000000e+00
## RORA -8.349601e-01
## CD8A -3.754467e-01
## TRAT1 -1.170199e+00
## HLA.DQA1 -9.950552e-01
## CCR7.CCR7.AHS0273.pAbO -3.741506e-03
## IL7R -1.824580e+00
## HLA.DQB1 -9.272234e-01
## FOXO3 -8.227669e-01
## IL12RB2 -2.791378e-01
## KLRG1 -1.550700e+00
## GLG1 -1.024432e+00
## ITK 1.038855e-01
## CD44 1.120734e-01
## TNFSF8 -1.901989e+00
## ICOS -5.409836e-01
## CBLB -3.710209e-01
## PSEN1 -5.427386e-01
## TIAF1 -6.854251e-01
## YBX3 -4.032639e-01
## HLA.DMB -7.409325e-01
## HLA.DPB1 -7.096223e-01
## DUSP1 -5.087147e-01
## GNAI2 -4.820675e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO 0.000000e+00
## GZMH -8.092180e-01
## STAT3 -4.649722e-01
## CD18.ITGB2.AHS0091.pAbO 0.000000e+00
## PDIA4 -4.779011e-01
## Tim3.HAVCR2.AHS0016.pAbO 0.000000e+00
## ITGAX -2.328999e-01
## FOXO1 -1.615789e+00
## CCR1 -1.297146e+00
## LEF1 -1.214364e+00
## RGS1 -5.296578e-01
## CCR6 -2.044238e+00
## SPOCK2 -2.037106e+00
## CNOT2 3.370308e-02
## TRIB2 -8.721688e-01
## CD102.ICAM2.AHS0155.pAbO -3.738625e-02
## PCNA -4.637622e-01
## HMGB2 -7.940033e-01
## ANXA5 -1.376136e-01
## NINJ2 -4.172455e-01
## IFITM3 -1.888623e-01
## TARP_refseq -2.165362e-01
## IL4R 5.933784e-02
## CD300A -4.133145e-01
## FAS -3.635046e-01
## TIGIT -7.181735e-01
## IGBP1 -2.618188e-01
## IL23R -7.289670e-01
## VNN2 -1.090632e+00
## KIT -1.383365e+00
## KIR2DL1 -4.136013e-01
## HLA.DPA1 -4.518795e-01
## IL18RAP -8.603139e-02
## HLA.DMA -5.810151e-01
## FAM65B -1.337377e+00
## LAT -6.031146e-01
## CD161.DX12.KLRB1.AHS0002.pAbO -2.062490e-02
## CCR5 -8.800835e-01
## ITGAL -5.226545e-01
## DPP4 -5.108556e-01
## VPS28 -4.746420e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO -1.909096e-02
## ADA -2.677612e-01
## GIMAP5 -1.688135e+00
## CCR2 -2.380069e+00
## TRAC -1.031631e+00
## CXCR6 -9.337075e-01
## LAT2 -5.616927e-01
## ITGAE -6.194215e-01
## FYB -5.601392e-01
## IFNGR1 -3.078539e-01
## PRDM1 -5.865952e-02
## CD244 -7.013084e-01
## NCR3 -1.872634e-01
## CD94.KLRD1.AHS0085.pAbO -9.197929e-04
## LIPA -2.512315e-01
## PIK3AP1 -3.389762e-01
## CD3E -1.996406e-01
## STAT4 -1.816346e-02
## ITGAM -1.102276e-01
## XBP1 -7.393317e-02
## PDIA6 -2.034137e-01
## RPN2 -1.200810e-01
## BIN2 -5.148732e-01
## GAPDH -2.565040e-03
## IFITM2 -9.289960e-02
## IKZF1 -5.217315e-01
## ITGA4 -6.923153e-01
## CD52 -2.832203e-02
## LAP3 -1.472251e-01
## CD74 -9.401649e-02
## IL18R1 -3.481101e-01
## BAX -4.726055e-01
## CD247 -2.964541e-01
## LGALS1 5.587194e-04
## KLRC1 -1.039421e-03
## ENTPD1 -3.568630e-01
## HAVCR2 -8.459691e-03
## GZMA -1.840172e-03
## BCL2 -6.334801e-01
## CCL5 -4.316200e-02
## GIMAP2 -1.367827e+00
## LYN -2.419503e-01
## KLRF1 -6.166789e-01
## RUNX3 -1.247833e-01
## IL32 -5.593747e-03
## CASP3 -3.414577e-01
## ITGB2 -2.483380e-01
## FYN -6.354239e-02
## APOBEC3G -6.912213e-02
## GNLY 0.000000e+00
## PIK3IP1 -2.512024e+00
## CCND2 -2.977633e-02
## CD37 -3.857611e-01
## CD335.NCR1.AHS0068.pAbO -1.314386e-02
## FCER1G -1.327104e-02
## TNFSF10 -1.623808e-02
## S100A10 -4.268573e-02
## CASP5 -2.313266e-01
## LCK -3.121043e-01
## BTG1 -4.831336e-02
## KLRB1 -4.586747e-01
## CD48 -3.323128e-02
## TRDC -2.367302e-01
## CTSW -6.455891e-03
## FCGR3A -4.995552e-01
## GZMK -3.935791e-01
## KLRK1 -1.795077e-01
## TXK -7.592570e-01
## CD2 -6.907772e-02
## SELPLG -7.871520e-01
## LAMP1 -4.323772e-02
## ARL4C -9.620066e-01
## TRBC2 -9.299166e-03
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -1.840172e-03
## IL2RB -2.867903e-03
## PTPRC -6.744469e-02
## DOCK8 -1.268227e-01
## CST7 -3.246426e-02
## CD63 -4.604840e-03
## CXCR4 -7.775801e-01
## PRF1 -1.840172e-03
## NKG7 -1.015012e-02
## HLA.A 0.000000e+00
## HLA.C 0.000000e+00
## median.logFC.detected
## CSF2 4.666244e-01
## IFNG 3.653381e-01
## CCL4 3.915587e-03
## CCL3 6.200829e-02
## XCL1 1.212502e+00
## MYC 4.168131e-01
## IER3 1.359485e+00
## TNF 3.060317e-01
## CD4.SK3.CD4.AHS0032.pAbO 3.056070e-01
## ICAM1 6.503645e-01
## BCL2A1 1.409863e+00
## EGR3 2.607602e+00
## CCL1 1.251164e+00
## CD81.CD81.AHS0021.pAbO 0.000000e+00
## DUSP2 4.998043e-01
## NAMPT 6.441362e-01
## GZMB 2.862085e-03
## CD69.CD69.AHS0010.pAbO 0.000000e+00
## FOSB 1.720992e+00
## CD152.CTLA4.AHS0017.pAbO 0.000000e+00
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1.534119e-03
## FASLG 1.657727e+00
## EGR1 1.061010e+00
## IgM.IGHM.AHS0198.pAbO 2.939647e-02
## IRF8 1.314432e-01
## BIRC3 2.126157e-01
## LIF 2.057927e+00
## TNFSF14 4.601548e-01
## IRF4 1.476099e+00
## CD226.CD226.AHS0079.pAbO 1.055440e-02
## IL13 2.013230e+00
## CD26.DPP4.AHS0109.pAbO 0.000000e+00
## TBX21 6.205984e-01
## CD7.CD7.AHS0043.pAbO 0.000000e+00
## STAT5A 9.070026e-01
## CD1D.CD1D.AHS0219.pAbO 3.393817e-04
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 8.976006e-05
## ZBED2 2.578018e+00
## FOSL1 2.128685e+00
## SEMA7A 2.489449e+00
## IL3 1.542474e+00
## JUN 6.816715e-01
## C10orf54 8.042543e-01
## CD314.KLRK1.AHS0065.pAbO 0.000000e+00
## LTA 1.118903e+00
## CD215.IL15RA.AHS0212.pAbO 7.102526e-04
## BACH2 1.363731e+00
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 3.462356e-05
## CD80 7.710739e-01
## KIAA0101 1.594576e+00
## CD22.CD22.AHS0195.pAbO 6.600020e-02
## CD14.MPHIP9.CD14.AHS0037.pAbO 3.737721e-02
## FTH1 1.016233e+00
## JUNB 1.278024e+00
## CD45RO.PTPRC.AHS0036.pAbO 6.945913e-03
## TYMS 6.947597e-01
## CD127.IL7R.AHS0028.pAbO 1.082680e-02
## TNFRSF8 2.098395e+00
## CD40LG 1.463735e+00
## CD38.HIT2.CD38.AHS0022.pAbO 0.000000e+00
## CD9 8.985315e-01
## TK1 1.926471e+00
## CD69 1.431070e-01
## IL4 2.376537e+00
## CD5.UCHT2.CD5.AHS0047.pAbO 1.318445e-01
## FN1 8.107373e-01
## CD34.581.CD34.AHS0061.pAbO 3.667192e-02
## TNFRSF1B 6.595000e-01
## LAIR2 2.010797e-01
## CD39.ENTPD1.AHS0006.pAbO 7.261523e-04
## CD45RA.HI100.PTPRC.AHS0009.pAbO 4.442828e-03
## CD70 4.887535e-01
## AURKB 1.670991e+00
## CD25.2A3.IL2RA.AHS0026.pAbO 5.388189e-03
## CD27.L128.CD27.AHS0249.pAbO 1.073661e-01
## CCNB1 1.588835e+00
## CD40.CD40.AHS0117.pAbO 3.181715e-01
## MCM4 1.201978e+00
## UBE2C 1.874440e+00
## PTTG2 1.094060e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO 5.980248e-03
## CD274 1.206281e+00
## DUSP4 5.386510e-01
## MGST1 1.360098e+00
## IL1RN 1.508427e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 3.869347e-02
## IL15RA 6.649288e-01
## MZB1 6.632109e-01
## IL2 2.168493e+00
## CD72 1.187104e+00
## IL1RL1 4.110968e-01
## MKI67 2.022113e+00
## IL3RA 3.672281e-01
## IGKC 1.771034e+00
## IL6 1.481383e+00
## FOXP1 7.562370e-01
## CXCL8 1.266616e+00
## AIM2 7.823446e-01
## IgD.IGHD.AHS0058.pAbO 4.079959e-02
## IL1B 2.275627e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.000000e+00
## TNFRSF9 2.029703e+00
## GATA3 1.149805e+00
## TMEM97 9.440916e-01
## CLEC2D 4.055296e-01
## SELL -2.156237e-01
## RORC 2.463574e+00
## CD200 2.213030e+00
## POU2AF1 2.629670e+00
## FUT4 4.576825e-01
## TOP2A 9.566179e-01
## BCL6 5.985201e-01
## LAMP3 7.821922e-01
## CCL20 2.022597e+00
## PYCR1 6.797173e-01
## QPCT 2.378720e-01
## ZBTB16 8.317032e-02
## IL31 2.321928e+00
## IL6R 2.321928e+00
## CXCL5 4.117107e-01
## CD79A 1.070890e+00
## NT5E 1.247859e+00
## CD21.B.LY4.CR2.AHS0074.pAbO -4.423481e-04
## LILRB4 2.000000e+00
## CD24 5.184174e-01
## PAX5 8.249293e-01
## CLEC4D 1.250250e+00
## IL9R 1.138123e+00
## IL5 8.486133e-01
## CCL2 4.376344e-01
## SLAMF1 5.697875e-01
## SLC25A37 4.319246e-01
## CD163 1.000000e+00
## CD36 1.000000e+00
## CLEC4E 1.000000e+00
## CMKLR1 1.000000e+00
## IL1R2 1.000000e+00
## CTSG 1.707291e+00
## THBD 1.000000e+00
## ARG1 1.000000e+00
## MITF 1.000000e+00
## TLR7 1.584963e+00
## RNASE2 7.565223e-01
## SPP1 7.565223e-01
## CSF3 1.000000e+00
## IL22 5.436918e-01
## S100A9 -1.349168e-02
## TREM1 1.000000e+00
## SLC7A7 3.151665e-01
## TNFRSF25 1.070890e+00
## HLA.DRB3 6.697279e-01
## CXCL10 1.290920e-01
## CD28 6.697279e-01
## VSIG4 3.151665e-01
## LY86 1.604219e-01
## ZAP70 2.310295e-01
## IL12A 9.098319e-01
## ALAS2 0.000000e+00
## AOC3 0.000000e+00
## APOE 0.000000e+00
## AQP9 0.000000e+00
## BLK 0.000000e+00
## BLNK 0.000000e+00
## BPI 0.000000e+00
## C1QA 0.000000e+00
## C1QB 0.000000e+00
## CCL13 0.000000e+00
## CCL17 0.000000e+00
## CCL19 0.000000e+00
## CCR9 0.000000e+00
## CD1B 0.000000e+00
## CD1C 0.000000e+00
## CD209 0.000000e+00
## CD34 0.000000e+00
## CEACAM8 0.000000e+00
## CHI3L1 0.000000e+00
## CLC 0.000000e+00
## CLEC10A 0.000000e+00
## CNTNAP3 0.000000e+00
## CPA3 0.000000e+00
## CR2 0.000000e+00
## CXCL1 0.000000e+00
## CXCL11 0.000000e+00
## CXCL13 0.000000e+00
## CXCL3 0.000000e+00
## DEFA3 0.000000e+00
## DEFA4 0.000000e+00
## EBF1 0.000000e+00
## ELANE 0.000000e+00
## EPX 0.000000e+00
## F13A1 0.000000e+00
## F5 0.000000e+00
## FAM129C 0.000000e+00
## FCER1A 0.000000e+00
## FCER2 0.000000e+00
## FCN1 0.000000e+00
## FLT3 0.000000e+00
## GHR 0.000000e+00
## IFNA1 0.000000e+00
## IGHD_membrane 0.000000e+00
## IGHE_secreted 0.000000e+00
## IGHG1_membrane 0.000000e+00
## IGHG1_secreted 0.000000e+00
## IGHG2_secreted 0.000000e+00
## IGHG3_secreted 0.000000e+00
## IGHG4_secreted 0.000000e+00
## IGLC3 0.000000e+00
## IL17A 0.000000e+00
## IL21 0.000000e+00
## IL25 0.000000e+00
## IL33 0.000000e+00
## IL9 0.000000e+00
## JCHAIN 0.000000e+00
## LRRC32 0.000000e+00
## MME 0.000000e+00
## MMP12 0.000000e+00
## MS4A1 0.000000e+00
## S100A12 0.000000e+00
## TCL1A 0.000000e+00
## TNFRSF17 0.000000e+00
## TPSAB1 0.000000e+00
## VPREB3 0.000000e+00
## AZU1 0.000000e+00
## CD40 0.000000e+00
## TLR8 0.000000e+00
## TNFRSF13C 0.000000e+00
## NRP1 3.933668e-02
## CD22 -3.203427e-16
## GZMM -3.203427e-16
## MMP9 -3.203427e-16
## PI3 -3.203427e-16
## CCR4 0.000000e+00
## CD4 0.000000e+00
## CCR10 0.000000e+00
## IL17F -3.203427e-16
## BTLA -3.203427e-16
## CCL22 0.000000e+00
## KCNE3 0.000000e+00
## PDCD1 0.000000e+00
## TGFBI -2.434777e-01
## CXCL2 0.000000e+00
## IER5 -7.972615e-02
## CXCL9 -3.203427e-16
## TNFRSF18 -2.859455e-01
## HMMR 1.599511e+00
## CXCR2 -3.203427e-16
## IGHA1_secreted -8.395781e-01
## ADGRE1 -3.203427e-16
## VMO1 -1.000000e+00
## CXCR5 8.476541e-02
## TGFB1 -4.857130e-02
## IGHM_secreted 0.000000e+00
## CXCR1 -8.395781e-01
## CD1A -1.932738e-01
## CD14 -1.000000e+00
## TNFRSF4 -1.366842e+00
## TLR9 -3.203427e-16
## CCR7 3.248694e-01
## CXCL16 -3.227388e-02
## TCF7 -1.584963e+00
## TGFB3 -1.584963e+00
## TLR2 1.290920e-01
## TCF4 -8.558246e-01
## LTB -1.633135e-01
## CD5 -1.671781e-01
## IGHM_membrane -4.707979e-01
## CMTM2 -2.057831e-01
## SNCA -9.164831e-02
## CD27 -9.659706e-01
## TNFSF13 -1.465101e-01
## B3GAT1 -5.925915e-01
## CD3G -3.850909e-01
## THBS1 3.299932e-01
## CD160 5.250146e-02
## IL12RB1 1.481315e-01
## RNASE6 -3.451221e-01
## ZNF683 6.000313e-01
## IKZF2 -1.736608e-01
## STAT6 -4.066162e-01
## TSPAN32 -5.827136e-03
## PTGDR2 3.225541e-01
## GIMAP7 -1.153286e+00
## CD79B -8.312752e-01
## CTSD 6.379309e-02
## CD6 -1.694917e+00
## CD3.SK7.CD3E.AHS0033.pAbO 1.981162e-02
## CCR8 -4.224763e-01
## CTLA4 -2.126172e-01
## ATF6B -2.975507e-01
## ADGRG3 -5.819256e-02
## CD103.ITGAE.AHS0001.pAbO 3.902075e-02
## CX3CR1 -5.710694e-01
## PECAM1 4.241723e-01
## CD8B -1.402421e+00
## CD3D -2.134265e-01
## CCR3 -1.885645e+00
## VEGFA -1.415641e-01
## KLRC4 -6.161155e-01
## S1PR1 -3.134923e-02
## LGALS9 -3.109788e-01
## MCM2 6.912346e-01
## CD38 1.421728e-01
## TNFSF13B -1.491679e-01
## PMCH -1.106883e-01
## CD86 4.310241e-01
## OAS1 -1.260266e-01
## CD8.SK1.CD8A.AHS0228.pAbO 5.254452e-02
## CX3CR1.CX3CR1.AHS0125.pAbO 1.866396e-02
## KDELR1 -3.298614e-01
## IL18 -5.193139e-02
## IL15 -3.504051e-01
## EOMES -9.194032e-01
## NCAM1 -6.322074e-01
## CHI3L2 -7.044327e-01
## BCL11B -3.756594e-01
## CXCR3 1.709563e-01
## CD28.CD28.2.CD28.AHS0024.pAbO 1.085384e-02
## CD33 -1.368101e-02
## HLA.DRA 4.220886e-01
## FOXP3 -8.748074e-01
## LAG3 -1.290322e+00
## GAB2 -5.268492e-02
## IL2RA 1.360931e-01
## PASK 5.799575e-02
## FBXO22 9.737254e-02
## STAT1 -3.240127e-02
## CD7 2.943351e-02
## CD2.CD2.AHS0029.pAbO 0.000000e+00
## KLRC3 1.883750e-01
## LGALS3 4.251561e-01
## CD33.WM53.CD33.AHS0044.pAbO 3.314742e-02
## CD95.FAS.AHS0023.pAbO 0.000000e+00
## RORA -6.492496e-01
## CD8A -1.961949e-01
## TRAT1 -9.442843e-01
## HLA.DQA1 -2.321027e-01
## CCR7.CCR7.AHS0273.pAbO 4.607142e-03
## IL7R -7.777533e-01
## HLA.DQB1 -5.396313e-02
## FOXO3 -6.027086e-01
## IL12RB2 1.925477e-01
## KLRG1 -1.495750e+00
## GLG1 -5.441339e-01
## ITK 1.596054e-01
## CD44 1.374663e-01
## TNFSF8 -1.142618e+00
## ICOS 1.711068e-01
## CBLB -7.283796e-02
## PSEN1 -3.094866e-01
## TIAF1 -3.951018e-01
## YBX3 3.153403e-01
## HLA.DMB -1.092626e-01
## HLA.DPB1 2.017290e-01
## DUSP1 -2.199723e-01
## GNAI2 2.119223e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO 5.587194e-04
## GZMH -6.480790e-01
## STAT3 -1.195526e-01
## CD18.ITGB2.AHS0091.pAbO 0.000000e+00
## PDIA4 3.006504e-01
## Tim3.HAVCR2.AHS0016.pAbO 0.000000e+00
## ITGAX 4.366936e-01
## FOXO1 -6.626243e-01
## CCR1 -1.048616e+00
## LEF1 -3.385332e-02
## RGS1 -1.429905e-01
## CCR6 -8.752842e-01
## SPOCK2 -1.064524e+00
## CNOT2 1.555436e-01
## TRIB2 1.492902e-04
## CD102.ICAM2.AHS0155.pAbO -2.851024e-02
## PCNA 1.155498e-01
## HMGB2 1.787052e-01
## ANXA5 2.940168e-01
## NINJ2 -2.466984e-03
## IFITM3 8.141470e-02
## TARP_refseq 2.072462e-01
## IL4R 8.312052e-02
## CD300A -7.499800e-02
## FAS 1.849671e-01
## TIGIT -3.865537e-01
## IGBP1 1.356524e-01
## IL23R -3.747619e-01
## VNN2 -6.327975e-01
## KIT 1.044184e-02
## KIR2DL1 -1.773439e-01
## HLA.DPA1 1.175096e-01
## IL18RAP 3.855539e-02
## HLA.DMA 5.287112e-02
## FAM65B -9.132838e-01
## LAT -3.703125e-01
## CD161.DX12.KLRB1.AHS0002.pAbO -5.308056e-03
## CCR5 -7.049110e-01
## ITGAL -4.249803e-01
## DPP4 8.713619e-03
## VPS28 -1.017858e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO -1.215650e-02
## ADA 5.768895e-02
## GIMAP5 -9.471381e-01
## CCR2 -1.807163e+00
## TRAC -6.632677e-01
## CXCR6 -4.998568e-01
## LAT2 -2.891949e-01
## ITGAE 8.644844e-02
## FYB -4.258151e-01
## IFNGR1 -1.842797e-01
## PRDM1 -3.505337e-02
## CD244 -5.165690e-01
## NCR3 -9.312841e-02
## CD94.KLRD1.AHS0085.pAbO -9.197929e-04
## LIPA 1.197971e-01
## PIK3AP1 -1.840990e-01
## CD3E -3.931591e-02
## STAT4 4.688904e-02
## ITGAM 6.387972e-02
## XBP1 3.069390e-02
## PDIA6 2.035750e-01
## RPN2 2.245455e-01
## BIN2 -3.835001e-01
## GAPDH 1.017709e-02
## IFITM2 2.113234e-02
## IKZF1 -2.812744e-01
## ITGA4 -4.820412e-01
## CD52 4.872669e-02
## LAP3 1.519389e-01
## CD74 -2.182478e-03
## IL18R1 -1.488220e-01
## BAX -1.945026e-01
## CD247 -2.370568e-01
## LGALS1 2.179554e-03
## KLRC1 2.065765e-02
## ENTPD1 -9.927953e-02
## HAVCR2 1.678352e-02
## GZMA -1.281453e-03
## BCL2 -3.296995e-01
## CCL5 -1.339217e-02
## GIMAP2 -1.280377e+00
## LYN -1.261357e-01
## KLRF1 -4.387861e-01
## RUNX3 -4.328693e-02
## IL32 -4.023704e-04
## CASP3 -9.341301e-02
## ITGB2 -2.050499e-01
## FYN 3.239554e-03
## APOBEC3G 6.235777e-03
## GNLY 7.261523e-04
## PIK3IP1 -1.390061e+00
## CCND2 2.056690e-02
## CD37 -2.033703e-01
## CD335.NCR1.AHS0068.pAbO -7.139892e-03
## FCER1G 3.402113e-03
## TNFSF10 -1.193207e-03
## S100A10 3.677600e-02
## CASP5 -1.915815e-01
## LCK -2.371322e-01
## BTG1 -1.668250e-02
## KLRB1 -2.620499e-01
## CD48 -2.899934e-04
## TRDC -1.078095e-01
## CTSW -2.090619e-04
## FCGR3A -3.531321e-01
## GZMK -3.024275e-01
## KLRK1 -6.857327e-02
## TXK -6.210863e-01
## CD2 -3.754596e-03
## SELPLG -6.226349e-01
## LAMP1 -3.647568e-02
## ARL4C -9.104506e-01
## TRBC2 -3.641700e-03
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -1.840172e-03
## IL2RB -8.869319e-04
## PTPRC -4.222643e-02
## DOCK8 -1.055108e-01
## CST7 -2.246546e-02
## CD63 -1.809076e-03
## CXCR4 -6.036923e-01
## PRF1 8.295428e-04
## NKG7 -9.423967e-03
## HLA.A 0.000000e+00
## HLA.C 0.000000e+00
## max.logFC.detected
## CSF2 6.631592e-01
## IFNG 3.956589e-01
## CCL4 2.284707e-02
## CCL3 2.865530e-01
## XCL1 2.028455e+00
## MYC 1.231208e+00
## IER3 2.945151e+00
## TNF 5.889791e-01
## CD4.SK3.CD4.AHS0032.pAbO 4.501623e-01
## ICAM1 1.057508e+00
## BCL2A1 1.905777e+00
## EGR3 3.015591e+00
## CCL1 1.622262e+00
## CD81.CD81.AHS0021.pAbO 0.000000e+00
## DUSP2 1.583751e+00
## NAMPT 1.237466e+00
## GZMB 1.205042e-02
## CD69.CD69.AHS0010.pAbO 0.000000e+00
## FOSB 2.271095e+00
## CD152.CTLA4.AHS0017.pAbO 5.587194e-04
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 3.233032e-02
## FASLG 2.040352e+00
## EGR1 2.043079e+00
## IgM.IGHM.AHS0198.pAbO 5.633434e-02
## IRF8 2.525624e-01
## BIRC3 4.547301e-01
## LIF 3.810648e+00
## TNFSF14 7.715271e-01
## IRF4 2.317484e+00
## CD226.CD226.AHS0079.pAbO 1.903974e-02
## IL13 3.699258e+00
## CD26.DPP4.AHS0109.pAbO 0.000000e+00
## TBX21 1.299447e+00
## CD7.CD7.AHS0043.pAbO 0.000000e+00
## STAT5A 1.637946e+00
## CD1D.CD1D.AHS0219.pAbO 1.738321e-03
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 1.590432e-02
## ZBED2 3.847697e+00
## FOSL1 4.406542e+00
## SEMA7A 3.080019e+00
## IL3 1.628329e+00
## JUN 1.792979e+00
## C10orf54 1.673868e+00
## CD314.KLRK1.AHS0065.pAbO 1.333976e-03
## LTA 1.537231e+00
## CD215.IL15RA.AHS0212.pAbO 5.762721e-03
## BACH2 2.534281e+00
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 9.290077e-03
## CD80 1.478950e+00
## KIAA0101 2.402005e+00
## CD22.CD22.AHS0195.pAbO 8.718044e-02
## CD14.MPHIP9.CD14.AHS0037.pAbO 1.880944e-01
## FTH1 1.960205e+00
## JUNB 2.843569e+00
## CD45RO.PTPRC.AHS0036.pAbO 2.540610e-01
## TYMS 1.093313e+00
## CD127.IL7R.AHS0028.pAbO 2.069220e-02
## TNFRSF8 3.715829e+00
## CD40LG 3.447113e+00
## CD38.HIT2.CD38.AHS0022.pAbO 0.000000e+00
## CD9 1.561481e+00
## TK1 2.502892e+00
## CD69 3.385596e-01
## IL4 2.827301e+00
## CD5.UCHT2.CD5.AHS0047.pAbO 1.819175e-01
## FN1 2.859879e+00
## CD34.581.CD34.AHS0061.pAbO 5.866531e-02
## TNFRSF1B 1.113093e+00
## LAIR2 1.160260e+00
## CD39.ENTPD1.AHS0006.pAbO 2.669187e-03
## CD45RA.HI100.PTPRC.AHS0009.pAbO 1.145521e-02
## CD70 1.053888e+00
## AURKB 1.947892e+00
## CD25.2A3.IL2RA.AHS0026.pAbO 6.500679e-02
## CD27.L128.CD27.AHS0249.pAbO 2.152040e-01
## CCNB1 2.204798e+00
## CD40.CD40.AHS0117.pAbO 5.124827e-01
## MCM4 1.951144e+00
## UBE2C 2.552311e+00
## PTTG2 1.774953e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO 2.637113e-01
## CD274 2.437377e+00
## DUSP4 6.574432e-01
## MGST1 1.601179e+00
## IL1RN 3.380732e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 8.876513e-02
## IL15RA 1.184286e+00
## MZB1 1.572800e+00
## IL2 2.634477e+00
## CD72 2.347724e+00
## IL1RL1 9.363240e-01
## MKI67 3.043216e+00
## IL3RA 1.545318e+00
## IGKC 2.255209e+00
## IL6 2.668014e+00
## FOXP1 1.516058e+00
## CXCL8 2.818994e+00
## AIM2 1.651868e+00
## IgD.IGHD.AHS0058.pAbO 1.301826e-01
## IL1B 2.722967e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.000000e+00
## TNFRSF9 3.814604e+00
## GATA3 1.631412e+00
## TMEM97 2.067105e+00
## CLEC2D 1.516397e+00
## SELL 2.468817e+00
## RORC 3.130938e+00
## CD200 3.700440e+00
## POU2AF1 3.459432e+00
## FUT4 5.250547e-01
## TOP2A 1.193731e+00
## BCL6 7.757355e-01
## LAMP3 2.018645e+00
## CCL20 3.169925e+00
## PYCR1 2.329667e+00
## QPCT 1.669611e+00
## ZBTB16 9.606633e-01
## IL31 2.321928e+00
## IL6R 2.321928e+00
## CXCL5 7.439669e-01
## CD79A 1.967777e+00
## NT5E 3.000000e+00
## CD21.B.LY4.CR2.AHS0074.pAbO 1.942608e-01
## LILRB4 2.000000e+00
## CD24 7.758174e-01
## PAX5 2.321928e+00
## CLEC4D 1.584963e+00
## IL9R 1.968727e+00
## IL5 1.259653e+00
## CCL2 1.584963e+00
## SLAMF1 1.492166e+00
## SLC25A37 1.144175e+00
## CD163 1.000000e+00
## CD36 1.000000e+00
## CLEC4E 1.000000e+00
## CMKLR1 1.000000e+00
## IL1R2 1.000000e+00
## CTSG 3.459432e+00
## THBD 1.000000e+00
## ARG1 1.000000e+00
## MITF 1.000000e+00
## TLR7 1.584963e+00
## RNASE2 1.000000e+00
## SPP1 1.000000e+00
## CSF3 1.000000e+00
## IL22 1.492166e+00
## S100A9 1.170238e+00
## TREM1 1.000000e+00
## SLC7A7 1.000000e+00
## TNFRSF25 1.892120e+00
## HLA.DRB3 1.250250e+00
## CXCL10 1.170238e+00
## CD28 1.250250e+00
## VSIG4 1.000000e+00
## LY86 7.565223e-01
## ZAP70 3.335763e-01
## IL12A 2.321928e+00
## ALAS2 0.000000e+00
## AOC3 0.000000e+00
## APOE 0.000000e+00
## AQP9 0.000000e+00
## BLK 0.000000e+00
## BLNK 0.000000e+00
## BPI 0.000000e+00
## C1QA 0.000000e+00
## C1QB 0.000000e+00
## CCL13 0.000000e+00
## CCL17 0.000000e+00
## CCL19 0.000000e+00
## CCR9 0.000000e+00
## CD1B 0.000000e+00
## CD1C 0.000000e+00
## CD209 0.000000e+00
## CD34 0.000000e+00
## CEACAM8 0.000000e+00
## CHI3L1 0.000000e+00
## CLC 0.000000e+00
## CLEC10A 0.000000e+00
## CNTNAP3 0.000000e+00
## CPA3 0.000000e+00
## CR2 0.000000e+00
## CXCL1 0.000000e+00
## CXCL11 0.000000e+00
## CXCL13 0.000000e+00
## CXCL3 0.000000e+00
## DEFA3 0.000000e+00
## DEFA4 0.000000e+00
## EBF1 0.000000e+00
## ELANE 0.000000e+00
## EPX 0.000000e+00
## F13A1 0.000000e+00
## F5 0.000000e+00
## FAM129C 0.000000e+00
## FCER1A 0.000000e+00
## FCER2 0.000000e+00
## FCN1 0.000000e+00
## FLT3 0.000000e+00
## GHR 0.000000e+00
## IFNA1 0.000000e+00
## IGHD_membrane 0.000000e+00
## IGHE_secreted 0.000000e+00
## IGHG1_membrane 0.000000e+00
## IGHG1_secreted 0.000000e+00
## IGHG2_secreted 0.000000e+00
## IGHG3_secreted 0.000000e+00
## IGHG4_secreted 0.000000e+00
## IGLC3 0.000000e+00
## IL17A 0.000000e+00
## IL21 0.000000e+00
## IL25 0.000000e+00
## IL33 0.000000e+00
## IL9 0.000000e+00
## JCHAIN 0.000000e+00
## LRRC32 0.000000e+00
## MME 0.000000e+00
## MMP12 0.000000e+00
## MS4A1 0.000000e+00
## S100A12 0.000000e+00
## TCL1A 0.000000e+00
## TNFRSF17 0.000000e+00
## TPSAB1 0.000000e+00
## VPREB3 0.000000e+00
## AZU1 0.000000e+00
## CD40 0.000000e+00
## TLR8 0.000000e+00
## TNFRSF13C 0.000000e+00
## NRP1 1.829343e+00
## CD22 0.000000e+00
## GZMM 0.000000e+00
## MMP9 0.000000e+00
## PI3 0.000000e+00
## CCR4 0.000000e+00
## CD4 0.000000e+00
## CCR10 0.000000e+00
## IL17F 0.000000e+00
## BTLA 0.000000e+00
## CCL22 0.000000e+00
## KCNE3 0.000000e+00
## PDCD1 0.000000e+00
## TGFBI 1.000000e+00
## CXCL2 0.000000e+00
## IER5 6.853113e-01
## CXCL9 0.000000e+00
## TNFRSF18 7.453844e-01
## HMMR 2.082853e+00
## CXCR2 0.000000e+00
## IGHA1_secreted 0.000000e+00
## ADGRE1 0.000000e+00
## VMO1 0.000000e+00
## CXCR5 1.000000e+00
## TGFB1 1.632542e-01
## IGHM_secreted 0.000000e+00
## CXCR1 0.000000e+00
## CD1A 7.453844e-01
## CD14 -3.203427e-16
## TNFRSF4 0.000000e+00
## TLR9 0.000000e+00
## CCR7 2.321928e+00
## CXCL16 9.011321e-01
## TCF7 -3.203427e-16
## TGFB3 -8.395781e-01
## TLR2 2.635352e-01
## TCF4 -1.671781e-01
## LTB 4.512023e-02
## CD5 1.250250e+00
## IGHM_membrane 1.000000e+00
## CMTM2 2.068120e-01
## SNCA 1.585630e+00
## CD27 1.250250e+00
## TNFSF13 1.145675e-01
## B3GAT1 1.628067e+00
## CD3G 1.395818e+00
## THBS1 5.760387e-01
## CD160 3.772096e+00
## IL12RB1 7.320570e-01
## RNASE6 1.221910e+00
## ZNF683 2.234624e+00
## IKZF2 7.568852e-01
## STAT6 -4.792508e-02
## TSPAN32 3.417154e-01
## PTGDR2 1.266001e+00
## GIMAP7 5.660186e-01
## CD79B 5.752520e-01
## CTSD 3.919151e-01
## CD6 1.406694e+00
## CD3.SK7.CD3E.AHS0033.pAbO 3.472335e-02
## CCR8 2.492166e+00
## CTLA4 1.830065e+00
## ATF6B 1.236655e-01
## ADGRG3 -1.112589e-02
## CD103.ITGAE.AHS0001.pAbO 6.856086e-02
## CX3CR1 8.015269e-01
## PECAM1 1.405980e+00
## CD8B 1.347102e+00
## CD3D 1.085631e+00
## CCR3 -8.041065e-02
## VEGFA 9.022553e-01
## KLRC4 3.526065e-01
## S1PR1 4.305396e-01
## LGALS9 3.578338e-01
## MCM2 1.546451e+00
## CD38 3.907556e-01
## TNFSF13B 5.045010e-01
## PMCH 6.521257e-01
## CD86 8.932570e-01
## OAS1 4.134282e-01
## CD8.SK1.CD8A.AHS0228.pAbO 8.715712e-02
## CX3CR1.CX3CR1.AHS0125.pAbO 1.435541e-01
## KDELR1 5.274726e-02
## IL18 7.475094e-01
## IL15 -7.447834e-02
## EOMES 6.205066e-01
## NCAM1 -1.327656e-01
## CHI3L2 -2.090097e-01
## BCL11B 7.847613e-01
## CXCR3 4.738815e-01
## CD28.CD28.2.CD28.AHS0024.pAbO 4.360810e-02
## CD33 1.255811e+00
## HLA.DRA 1.174609e+00
## FOXP3 -1.918705e-01
## LAG3 2.319780e+00
## GAB2 1.999745e-01
## IL2RA 3.132656e-01
## PASK 1.629853e-01
## FBXO22 6.054563e-01
## STAT1 4.847467e-01
## CD7 2.023721e-01
## CD2.CD2.AHS0029.pAbO 0.000000e+00
## KLRC3 8.402331e-01
## LGALS3 7.313048e-01
## CD33.WM53.CD33.AHS0044.pAbO 1.391936e-01
## CD95.FAS.AHS0023.pAbO 0.000000e+00
## RORA 9.168544e-01
## CD8A 1.748146e-01
## TRAT1 1.876046e+00
## HLA.DQA1 1.762035e+00
## CCR7.CCR7.AHS0273.pAbO 1.148540e-02
## IL7R 2.765003e-02
## HLA.DQB1 1.614776e+00
## FOXO3 -1.926809e-01
## IL12RB2 1.330742e+00
## KLRG1 8.747011e-01
## GLG1 -2.175114e-01
## ITK 4.174091e-01
## CD44 2.928596e-01
## TNFSF8 9.496562e-01
## ICOS 3.808136e-01
## CBLB 2.063561e-01
## PSEN1 -9.188091e-02
## TIAF1 -3.693470e-03
## YBX3 6.373947e-01
## HLA.DMB 5.555590e-01
## HLA.DPB1 1.034704e+00
## DUSP1 -5.430858e-02
## GNAI2 4.028459e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO 2.669187e-03
## GZMH 1.138595e+00
## STAT3 1.322657e-01
## CD18.ITGB2.AHS0091.pAbO 0.000000e+00
## PDIA4 5.510529e-01
## Tim3.HAVCR2.AHS0016.pAbO 2.669187e-03
## ITGAX 8.784370e-01
## FOXO1 4.061770e-01
## CCR1 -1.292280e-01
## LEF1 1.181452e-01
## RGS1 7.115079e-01
## CCR6 1.970225e-01
## SPOCK2 -6.314722e-02
## CNOT2 3.230831e-01
## TRIB2 3.056819e-01
## CD102.ICAM2.AHS0155.pAbO 5.990918e-02
## PCNA 5.124811e-01
## HMGB2 4.295112e-01
## ANXA5 4.984045e-01
## NINJ2 5.906518e-02
## IFITM3 8.932959e-01
## TARP_refseq 2.824203e-01
## IL4R 3.584100e-01
## CD300A 2.049866e-01
## FAS 4.442138e-01
## TIGIT 1.351592e+00
## IGBP1 1.647705e-01
## IL23R 1.574128e-01
## VNN2 -3.250587e-01
## KIT 8.065081e-01
## KIR2DL1 1.177158e+00
## HLA.DPA1 6.433702e-01
## IL18RAP 3.262140e-01
## HLA.DMA 3.682488e-01
## FAM65B -2.933373e-01
## LAT -2.608623e-01
## CD161.DX12.KLRB1.AHS0002.pAbO 2.784661e-02
## CCR5 -3.332607e-01
## ITGAL -2.758824e-01
## DPP4 2.278291e-01
## VPS28 4.576960e-02
## CD279.EH12.1.PDCD1.AHS0014.pAbO 1.883780e-02
## ADA 5.108512e-01
## GIMAP5 -6.791274e-01
## CCR2 -5.304986e-01
## TRAC 2.467560e-01
## CXCR6 -3.976286e-01
## LAT2 5.465535e-01
## ITGAE 2.747522e-01
## FYB -1.813289e-01
## IFNGR1 2.181331e-03
## PRDM1 3.313705e-01
## CD244 -3.573352e-01
## NCR3 2.433718e-01
## CD94.KLRD1.AHS0085.pAbO 4.423792e-03
## LIPA 2.678840e-01
## PIK3AP1 -9.462933e-02
## CD3E 1.422740e-01
## STAT4 2.096310e-01
## ITGAM 1.722951e-01
## XBP1 2.508498e-01
## PDIA6 5.425748e-01
## RPN2 4.549413e-01
## BIN2 -1.347949e-01
## GAPDH 5.690113e-02
## IFITM2 5.730135e-01
## IKZF1 2.152041e-01
## ITGA4 1.796943e-01
## CD52 1.039842e-01
## LAP3 3.375738e-01
## CD74 2.609940e-01
## IL18R1 2.716357e-02
## BAX 6.814280e-03
## CD247 4.915434e-01
## LGALS1 5.012380e-03
## KLRC1 6.161436e-02
## ENTPD1 1.080822e-01
## HAVCR2 7.819370e-02
## GZMA 3.503677e-03
## BCL2 -9.908222e-02
## CCL5 1.885632e-01
## GIMAP2 -6.417925e-01
## LYN 1.371142e-01
## KLRF1 5.874108e-01
## RUNX3 2.006721e-01
## IL32 1.019647e-01
## CASP3 1.279493e-01
## ITGB2 6.909877e-01
## FYN 1.146654e-01
## APOBEC3G 7.259087e-02
## GNLY 3.355567e-03
## PIK3IP1 -1.251001e+00
## CCND2 9.480409e-02
## CD37 -1.429854e-01
## CD335.NCR1.AHS0068.pAbO 1.578138e-02
## FCER1G 2.561389e-02
## TNFSF10 3.482975e-02
## S100A10 8.345721e-02
## CASP5 -6.591613e-02
## LCK 8.036012e-02
## BTG1 4.321823e-04
## KLRB1 -1.257905e-01
## CD48 4.572544e-02
## TRDC 1.081571e-01
## CTSW 4.114228e-02
## FCGR3A 7.193434e-01
## GZMK 4.715528e-01
## KLRK1 -3.881611e-02
## TXK -3.905412e-01
## CD2 2.599470e-02
## SELPLG -2.100599e-01
## LAMP1 1.307812e-02
## ARL4C -4.973013e-01
## TRBC2 1.200815e-02
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 4.842605e-03
## IL2RB 2.047163e-03
## PTPRC -2.813766e-02
## DOCK8 -2.851138e-02
## CST7 7.401810e-02
## CD63 1.842854e-03
## CXCR4 -1.649007e-01
## PRF1 2.455086e-03
## NKG7 1.676954e-02
## HLA.A 0.000000e+00
## HLA.C 0.000000e+00
## rank.logFC.detected
## CSF2 70
## IFNG 77
## CCL4 120
## CCL3 101
## XCL1 23
## MYC 69
## IER3 11
## TNF 75
## CD4.SK3.CD4.AHS0032.pAbO 86
## ICAM1 49
## BCL2A1 15
## EGR3 4
## CCL1 22
## CD81.CD81.AHS0021.pAbO 135
## DUSP2 23
## NAMPT 64
## GZMB 116
## CD69.CD69.AHS0010.pAbO 135
## FOSB 11
## CD152.CTLA4.AHS0017.pAbO 128
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 189
## FASLG 18
## EGR1 38
## IgM.IGHM.AHS0198.pAbO 110
## IRF8 85
## BIRC3 81
## LIF 2
## TNFSF14 60
## IRF4 24
## CD226.CD226.AHS0079.pAbO 119
## IL13 4
## CD26.DPP4.AHS0109.pAbO 135
## TBX21 58
## CD7.CD7.AHS0043.pAbO 135
## STAT5A 50
## CD1D.CD1D.AHS0219.pAbO 215
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 198
## ZBED2 1
## FOSL1 1
## SEMA7A 6
## IL3 17
## JUN 47
## C10orf54 41
## CD314.KLRK1.AHS0065.pAbO 135
## LTA 26
## CD215.IL15RA.AHS0212.pAbO 205
## BACH2 16
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 133
## CD80 53
## KIAA0101 23
## CD22.CD22.AHS0195.pAbO 98
## CD14.MPHIP9.CD14.AHS0037.pAbO 109
## FTH1 36
## JUNB 15
## CD45RO.PTPRC.AHS0036.pAbO 135
## TYMS 82
## CD127.IL7R.AHS0028.pAbO 127
## TNFRSF8 3
## CD40LG 6
## CD38.HIT2.CD38.AHS0022.pAbO 135
## CD9 49
## TK1 15
## CD69 91
## IL4 7
## CD5.UCHT2.CD5.AHS0047.pAbO 105
## FN1 14
## CD34.581.CD34.AHS0061.pAbO 124
## TNFRSF1B 69
## LAIR2 51
## CD39.ENTPD1.AHS0006.pAbO 135
## CD45RA.HI100.PTPRC.AHS0009.pAbO 210
## CD70 50
## AURKB 14
## CD25.2A3.IL2RA.AHS0026.pAbO 183
## CD27.L128.CD27.AHS0249.pAbO 96
## CCNB1 25
## CD40.CD40.AHS0117.pAbO 74
## MCM4 44
## UBE2C 13
## PTTG2 48
## CD19.SJ25C1.CD19.AHS0030.pAbO 133
## CD274 26
## DUSP4 82
## MGST1 34
## IL1RN 7
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 134
## IL15RA 81
## MZB1 62
## IL2 3
## CD72 8
## IL1RL1 57
## MKI67 10
## IL3RA 55
## IGKC 19
## IL6 19
## FOXP1 58
## CXCL8 17
## AIM2 45
## IgD.IGHD.AHS0058.pAbO 118
## IL1B 5
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 135
## TNFRSF9 2
## GATA3 47
## TMEM97 35
## CLEC2D 55
## SELL 26
## RORC 4
## CD200 4
## POU2AF1 2
## FUT4 100
## TOP2A 51
## BCL6 89
## LAMP3 34
## CCL20 1
## PYCR1 29
## QPCT 47
## ZBTB16 57
## IL31 1
## IL6R 1
## CXCL5 98
## CD79A 13
## NT5E 10
## CD21.B.LY4.CR2.AHS0074.pAbO 144
## LILRB4 5
## CD24 75
## PAX5 30
## CLEC4D 34
## IL9R 27
## IL5 66
## CCL2 51
## SLAMF1 63
## SLC25A37 77
## CD163 27
## CD36 27
## CLEC4E 27
## CMKLR1 27
## IL1R2 27
## CTSG 5
## THBD 52
## ARG1 52
## MITF 52
## TLR7 12
## RNASE2 62
## SPP1 62
## CSF3 27
## IL22 48
## S100A9 81
## TREM1 27
## SLC7A7 52
## TNFRSF25 31
## HLA.DRB3 34
## CXCL10 82
## CD28 34
## VSIG4 62
## LY86 77
## ZAP70 124
## IL12A 19
## ALAS2 149
## AOC3 149
## APOE 149
## AQP9 149
## BLK 149
## BLNK 149
## BPI 149
## C1QA 149
## C1QB 149
## CCL13 149
## CCL17 149
## CCL19 149
## CCR9 149
## CD1B 149
## CD1C 149
## CD209 149
## CD34 149
## CEACAM8 149
## CHI3L1 149
## CLC 149
## CLEC10A 149
## CNTNAP3 149
## CPA3 149
## CR2 149
## CXCL1 149
## CXCL11 149
## CXCL13 149
## CXCL3 149
## DEFA3 149
## DEFA4 149
## EBF1 149
## ELANE 149
## EPX 149
## F13A1 149
## F5 149
## FAM129C 149
## FCER1A 149
## FCER2 149
## FCN1 149
## FLT3 149
## GHR 149
## IFNA1 149
## IGHD_membrane 149
## IGHE_secreted 149
## IGHG1_membrane 149
## IGHG1_secreted 149
## IGHG2_secreted 149
## IGHG3_secreted 149
## IGHG4_secreted 149
## IGLC3 149
## IL17A 149
## IL21 149
## IL25 149
## IL33 149
## IL9 149
## JCHAIN 149
## LRRC32 149
## MME 149
## MMP12 149
## MS4A1 149
## S100A12 149
## TCL1A 149
## TNFRSF17 149
## TPSAB1 149
## VPREB3 149
## AZU1 217
## CD40 217
## TLR8 217
## TNFRSF13C 217
## NRP1 18
## CD22 149
## GZMM 149
## MMP9 149
## PI3 149
## CCR4 217
## CD4 217
## CCR10 217
## IL17F 149
## BTLA 149
## CCL22 149
## KCNE3 149
## PDCD1 149
## TGFBI 52
## CXCL2 217
## IER5 84
## CXCL9 149
## TNFRSF18 79
## HMMR 24
## CXCR2 149
## IGHA1_secreted 248
## ADGRE1 217
## VMO1 248
## CXCR5 52
## TGFB1 159
## IGHM_secreted 217
## CXCR1 217
## CD1A 79
## CD14 234
## TNFRSF4 217
## TLR9 234
## CCR7 19
## CXCL16 107
## TCF7 149
## TGFB3 453
## TLR2 128
## TCF4 386
## LTB 117
## CD5 34
## IGHM_membrane 52
## CMTM2 138
## SNCA 58
## CD27 34
## TNFSF13 167
## B3GAT1 19
## CD3G 27
## THBS1 46
## CD160 1
## IL12RB1 116
## RNASE6 41
## ZNF683 12
## IKZF2 108
## STAT6 266
## TSPAN32 61
## PTGDR2 40
## GIMAP7 92
## CD79B 101
## CTSD 92
## CD6 63
## CD3.SK7.CD3E.AHS0033.pAbO 193
## CCR8 3
## CTLA4 41
## ATF6B 194
## ADGRG3 338
## CD103.ITGAE.AHS0001.pAbO 176
## CX3CR1 68
## PECAM1 73
## CD8B 30
## CD3D 48
## CCR3 379
## VEGFA 63
## KLRC4 123
## S1PR1 106
## LGALS9 117
## MCM2 64
## CD38 111
## TNFSF13B 134
## PMCH 119
## CD86 103
## OAS1 110
## CD8.SK1.CD8A.AHS0228.pAbO 112
## CX3CR1.CX3CR1.AHS0125.pAbO 156
## KDELR1 180
## IL18 78
## IL15 339
## EOMES 99
## NCAM1 388
## CHI3L2 310
## BCL11B 71
## CXCR3 137
## CD28.CD28.2.CD28.AHS0024.pAbO 114
## CD33 67
## HLA.DRA 44
## FOXP3 400
## LAG3 9
## GAB2 165
## IL2RA 107
## PASK 164
## FBXO22 123
## STAT1 97
## CD7 106
## CD2.CD2.AHS0029.pAbO 135
## KLRC3 66
## LGALS3 97
## CD33.WM53.CD33.AHS0044.pAbO 104
## CD95.FAS.AHS0023.pAbO 135
## RORA 60
## CD8A 148
## TRAT1 39
## HLA.DQA1 17
## CCR7.CCR7.AHS0273.pAbO 125
## IL7R 224
## HLA.DQB1 22
## FOXO3 393
## IL12RB2 32
## KLRG1 65
## GLG1 380
## ITK 78
## CD44 83
## TNFSF8 59
## ICOS 140
## CBLB 143
## PSEN1 368
## TIAF1 327
## YBX3 98
## HLA.DMB 102
## HLA.DPB1 53
## DUSP1 297
## GNAI2 124
## IgG.IGHG1_2_3_4.AHS0059.pAbO 128
## GZMH 46
## STAT3 192
## CD18.ITGB2.AHS0091.pAbO 135
## PDIA4 107
## Tim3.HAVCR2.AHS0016.pAbO 135
## ITGAX 56
## FOXO1 119
## CCR1 382
## LEF1 93
## RGS1 90
## CCR6 142
## SPOCK2 340
## CNOT2 103
## TRIB2 132
## CD102.ICAM2.AHS0155.pAbO 179
## PCNA 103
## HMGB2 108
## ANXA5 123
## NINJ2 180
## IFITM3 108
## TARP_refseq 142
## IL4R 94
## CD300A 76
## FAS 126
## TIGIT 29
## IGBP1 149
## IL23R 156
## VNN2 389
## KIT 74
## KIR2DL1 43
## HLA.DPA1 96
## IL18RAP 102
## HLA.DMA 120
## FAM65B 409
## LAT 383
## CD161.DX12.KLRB1.AHS0002.pAbO 191
## CCR5 409
## ITGAL 370
## DPP4 143
## VPS28 186
## CD279.EH12.1.PDCD1.AHS0014.pAbO 204
## ADA 130
## GIMAP5 429
## CCR2 434
## TRAC 156
## CXCR6 350
## LAT2 128
## ITGAE 151
## FYB 332
## IFNGR1 243
## PRDM1 125
## CD244 384
## NCR3 138
## CD94.KLRD1.AHS0085.pAbO 207
## LIPA 144
## PIK3AP1 278
## CD3E 189
## STAT4 162
## ITGAM 176
## XBP1 165
## PDIA6 130
## RPN2 129
## BIN2 351
## GAPDH 203
## IFITM2 127
## IKZF1 146
## ITGA4 147
## CD52 99
## LAP3 153
## CD74 134
## IL18R1 223
## BAX 206
## CD247 110
## LGALS1 128
## KLRC1 111
## ENTPD1 193
## HAVCR2 113
## GZMA 208
## BCL2 333
## CCL5 145
## GIMAP2 442
## LYN 184
## KLRF1 100
## RUNX3 161
## IL32 196
## CASP3 187
## ITGB2 91
## FYN 123
## APOBEC3G 205
## GNLY 122
## PIK3IP1 455
## CCND2 194
## CD37 303
## CD335.NCR1.AHS0068.pAbO 199
## FCER1G 121
## TNFSF10 211
## S100A10 187
## CASP5 316
## LCK 172
## BTG1 131
## KLRB1 287
## CD48 197
## TRDC 165
## CTSW 190
## FCGR3A 89
## GZMK 112
## KLRK1 300
## TXK 348
## CD2 193
## SELPLG 382
## LAMP1 199
## ARL4C 425
## TRBC2 204
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 206
## IL2RB 230
## PTPRC 270
## DOCK8 281
## CST7 174
## CD63 233
## CXCR4 359
## PRF1 126
## NKG7 197
## HLA.A 135
## HLA.C 135
as.data.frame(m[1]) %>%
arrange(desc(mean.AUC))
## group group_name self.average
## CSF2 1 1 5.2331073918
## CCL4 1 1 7.7950963728
## EGR3 1 1 2.5353593134
## XCL1 1 1 2.0535921625
## CCL3 1 1 5.5174847949
## DUSP2 1 1 3.2695030676
## IER3 1 1 1.9728707425
## ICAM1 1 1 2.7259893454
## TNF 1 1 4.0149343882
## IFNG 1 1 2.7491748038
## BCL2A1 1 1 1.4521149210
## MYC 1 1 2.3055738426
## CCL1 1 1 2.9371071860
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1 1 0.8825132707
## GZMB 1 1 6.2178279962
## IRF8 1 1 3.2748549236
## NAMPT 1 1 1.1887076363
## CD4.SK3.CD4.AHS0032.pAbO 1 1 0.1875472910
## BIRC3 1 1 2.3626464235
## CD18.ITGB2.AHS0091.pAbO 1 1 3.1833659217
## TBX21 1 1 2.0455003738
## CD2.CD2.AHS0029.pAbO 1 1 2.9539064892
## EGR1 1 1 1.5109937847
## SEMA7A 1 1 0.5822659961
## LTA 1 1 1.1712631395
## CD69.CD69.AHS0010.pAbO 1 1 2.4272393045
## FOSB 1 1 0.5519000993
## FN1 1 1 0.6754924528
## CD19.SJ25C1.CD19.AHS0030.pAbO 1 1 0.2631484855
## IRF4 1 1 0.5938814415
## CD70 1 1 1.5785032650
## FASLG 1 1 0.7768251538
## ZBED2 1 1 0.3648338249
## CD26.DPP4.AHS0109.pAbO 1 1 3.3621016629
## CD38.HIT2.CD38.AHS0022.pAbO 1 1 1.6790837994
## IL2RA 1 1 2.1178197989
## LIF 1 1 1.1236815254
## CD226.CD226.AHS0079.pAbO 1 1 0.9202734799
## CD69 1 1 2.0699800186
## TNFRSF8 1 1 0.4509430882
## Tim3.HAVCR2.AHS0016.pAbO 1 1 2.5038173306
## TNFSF14 1 1 1.5475092118
## IL13 1 1 0.5190252530
## LAIR2 1 1 0.5611730037
## JUNB 1 1 0.2910330069
## FOSL1 1 1 0.1799636965
## ITK 1 1 1.5776762511
## BACH2 1 1 0.2830796588
## TNFRSF1B 1 1 2.0004788663
## STAT5A 1 1 0.8748858092
## CD80 1 1 0.2398362654
## CD39.ENTPD1.AHS0006.pAbO 1 1 1.6966606221
## CD7.CD7.AHS0043.pAbO 1 1 3.5531561364
## CD152.CTLA4.AHS0017.pAbO 1 1 0.9331140302
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 1 1 0.6116741161
## JUN 1 1 0.4948805992
## IL12RB2 1 1 0.9125389788
## YBX3 1 1 0.3339666155
## IL1RN 1 1 0.1395607719
## HLA.DRA 1 1 1.0437607045
## HLA.DRB3 1 1 0.5338849048
## IL3RA 1 1 0.1792034551
## DUSP4 1 1 1.7624262598
## IL3 1 1 0.2215009950
## KLRC3 1 1 0.6283903503
## FTH1 1 1 0.1649183731
## IgM.IGHM.AHS0198.pAbO 1 1 0.2502218730
## PYCR1 1 1 0.1948391214
## CD25.2A3.IL2RA.AHS0026.pAbO 1 1 0.1689733651
## CLEC2D 1 1 0.1395099971
## TK1 1 1 0.7641923163
## CD72 1 1 0.0557865358
## UBE2C 1 1 0.5058799218
## CD274 1 1 0.0476602701
## TIGIT 1 1 0.9043182367
## TNFRSF9 1 1 0.0285412937
## CD14.MPHIP9.CD14.AHS0037.pAbO 1 1 0.1330145169
## CD9 1 1 0.2980501378
## HLA.DPB1 1 1 0.7023299362
## IL15RA 1 1 0.3157856084
## TYMS 1 1 1.6216255644
## GATA3 1 1 0.0414549681
## CTLA4 1 1 0.0283057028
## CD314.KLRK1.AHS0065.pAbO 1 1 1.4094039125
## CD3D 1 1 0.1177948494
## LAMP3 1 1 0.0264779729
## KIAA0101 1 1 0.9408066327
## AIM2 1 1 0.0266426774
## CCNB1 1 1 0.3706513766
## IL1B 1 1 0.0202406892
## IER5 1 1 0.0320569985
## POU2AF1 1 1 0.0102090614
## CD27.L128.CD27.AHS0249.pAbO 1 1 0.0627528873
## CD40LG 1 1 0.1644639572
## AURKB 1 1 0.5674318803
## CXCL16 1 1 0.0288000855
## FOXP1 1 1 0.1451354474
## TCF7 1 1 0.0098318653
## IL4 1 1 0.0172715889
## CD40.CD40.AHS0117.pAbO 1 1 0.0087680403
## B3GAT1 1 1 0.0144297857
## CXCL8 1 1 0.0169034656
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 1 1 0.2368015053
## TNFRSF4 1 1 0.0170132442
## MCM4 1 1 0.6869098083
## IL1RL1 1 1 0.0566241444
## IL6 1 1 0.0321014691
## CD5.UCHT2.CD5.AHS0047.pAbO 1 1 0.1162697812
## SLAMF1 1 1 0.0068848841
## CD86 1 1 0.1040614683
## CD200 1 1 0.0033794071
## LILRB4 1 1 0.0045717716
## LAG3 1 1 0.0323827216
## IL6R 1 1 0.0021773262
## TGFBI 1 1 0.0078539739
## QPCT 1 1 0.1051077166
## IL2 1 1 0.0051351369
## HAVCR2 1 1 2.6486858779
## CD79A 1 1 0.0069276470
## MGST1 1 1 0.0546084743
## SLC25A37 1 1 0.0188278657
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 1 1 0.0756973245
## CD215.IL15RA.AHS0212.pAbO 1 1 0.7213246887
## ADGRE1 1 1 0.0046239090
## CD3G 1 1 0.0028146417
## SLC7A7 1 1 0.0019617332
## CLEC4D 1 1 0.0007180273
## IL12A 1 1 0.0010346758
## CCL22 1 1 0.0009274840
## IL1R2 1 1 0.0006145892
## S100A9 1 1 0.0011333923
## IL5 1 1 0.0022433101
## BCL6 1 1 0.0111380403
## VMO1 1 1 0.0030760278
## CD127.IL7R.AHS0028.pAbO 1 1 0.3655611219
## CCL2 1 1 0.0011238824
## EPX 1 1 0.0001794597
## IL22 1 1 0.0012763813
## LRRC32 1 1 0.0002541254
## CXCL3 1 1 0.0005269680
## SPP1 1 1 0.0002283866
## CLEC4E 1 1 0.0001065388
## PI3 1 1 0.0002969448
## CD24 1 1 0.0019657750
## KCNE3 1 1 0.0001660692
## CD28 1 1 0.0006707368
## GZMM 1 1 0.0006863061
## ALAS2 1 1 0.0000000000
## APOE 1 1 0.0000000000
## AQP9 1 1 0.0000000000
## AZU1 1 1 0.0000000000
## BLK 1 1 0.0000000000
## BLNK 1 1 0.0000000000
## BPI 1 1 0.0000000000
## C1QA 1 1 0.0000000000
## C1QB 1 1 0.0000000000
## CCL13 1 1 0.0000000000
## CCL17 1 1 0.0000000000
## CCL19 1 1 0.0000000000
## CCR9 1 1 0.0000000000
## CD1B 1 1 0.0000000000
## CD209 1 1 0.0000000000
## CD22 1 1 0.0000000000
## CD34 1 1 0.0000000000
## CEACAM8 1 1 0.0000000000
## CHI3L1 1 1 0.0000000000
## CLC 1 1 0.0000000000
## CLEC10A 1 1 0.0000000000
## CPA3 1 1 0.0000000000
## CXCL11 1 1 0.0000000000
## CXCL13 1 1 0.0000000000
## CXCL9 1 1 0.0000000000
## DEFA3 1 1 0.0000000000
## DEFA4 1 1 0.0000000000
## EBF1 1 1 0.0000000000
## ELANE 1 1 0.0000000000
## F13A1 1 1 0.0000000000
## FCER1A 1 1 0.0000000000
## FCER2 1 1 0.0000000000
## FCN1 1 1 0.0000000000
## GHR 1 1 0.0000000000
## IGHD_membrane 1 1 0.0000000000
## IGHE_secreted 1 1 0.0000000000
## IGHG1_membrane 1 1 0.0000000000
## IGHG2_secreted 1 1 0.0000000000
## IGHG4_secreted 1 1 0.0000000000
## IGLC3 1 1 0.0000000000
## IL17A 1 1 0.0000000000
## IL17F 1 1 0.0000000000
## IL21 1 1 0.0000000000
## IL25 1 1 0.0000000000
## IL31 1 1 0.0000000000
## IL33 1 1 0.0000000000
## IL9 1 1 0.0000000000
## MME 1 1 0.0000000000
## MMP12 1 1 0.0000000000
## S100A12 1 1 0.0000000000
## TCL1A 1 1 0.0000000000
## TLR8 1 1 0.0000000000
## TNFRSF17 1 1 0.0000000000
## VPREB3 1 1 0.0000000000
## AOC3 1 1 0.0000000000
## CMKLR1 1 1 0.0012102570
## ARG1 1 1 0.0000000000
## CD36 1 1 0.0000000000
## CNTNAP3 1 1 0.0000000000
## FLT3 1 1 0.0000000000
## IGHG1_secreted 1 1 0.0000000000
## IGHG3_secreted 1 1 0.0000000000
## RNASE2 1 1 0.0000000000
## CXCL2 1 1 0.0000000000
## MS4A1 1 1 0.0000000000
## TREM1 1 1 0.0009300543
## CCR4 1 1 0.0000000000
## IFNA1 1 1 0.0000000000
## CD5 1 1 0.0016334783
## CD163 1 1 0.0000000000
## CD4 1 1 0.0008700341
## BTLA 1 1 0.0000000000
## CTSG 1 1 0.0018261772
## CD40 1 1 0.0007553132
## MMP9 1 1 0.0000000000
## F5 1 1 0.0001684392
## CR2 1 1 0.0000000000
## CD1C 1 1 0.0000000000
## CXCL10 1 1 0.0001634476
## CXCR2 1 1 0.0007338176
## IGHM_membrane 1 1 0.0005286232
## MITF 1 1 0.0000000000
## JCHAIN 1 1 0.0000000000
## CD1A 1 1 0.0044330076
## IGHM_secreted 1 1 0.0000000000
## THBD 1 1 0.0000000000
## TLR2 1 1 0.0010227313
## TPSAB1 1 1 0.0014149305
## VSIG4 1 1 0.0001921613
## FAM129C 1 1 0.0000000000
## CXCL1 1 1 0.0000000000
## ZAP70 1 1 0.0647319093
## CD8.SK1.CD8A.AHS0228.pAbO 1 1 1.0391692230
## PDCD1 1 1 0.0010158071
## TNFRSF13C 1 1 0.0002267180
## TNFRSF18 1 1 0.0326160468
## TOP2A 1 1 0.7177231340
## PAX5 1 1 0.0089680045
## CCR10 1 1 0.0000000000
## LY86 1 1 0.0042414706
## CD8B 1 1 0.0027729597
## CD27 1 1 0.0030424663
## NT5E 1 1 0.0032814919
## CXCR1 1 1 0.0005670380
## FOXP3 1 1 0.0358073948
## CD22.CD22.AHS0195.pAbO 1 1 0.2171553438
## PECAM1 1 1 0.4237102454
## CSF3 1 1 0.0001566069
## CMTM2 1 1 0.0107643371
## CCR7 1 1 0.0023768852
## TGFB3 1 1 0.0035224885
## TLR7 1 1 0.0010969678
## MKI67 1 1 0.1800605501
## CHI3L2 1 1 0.0094929432
## CXCR5 1 1 0.0099572401
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 1 1 3.1712397082
## TLR9 1 1 0.0019673675
## CD14 1 1 0.0041244309
## CD103.ITGAE.AHS0001.pAbO 1 1 0.0268971456
## CD95.FAS.AHS0023.pAbO 1 1 2.9907402557
## IGKC 1 1 0.0404068156
## CCR3 1 1 0.0024723616
## CCL20 1 1 0.0013625546
## CD3.SK7.CD3E.AHS0033.pAbO 1 1 0.0842909465
## LTB 1 1 0.0304877635
## TCF4 1 1 0.0132316266
## STAT6 1 1 0.1258790334
## CX3CR1 1 1 0.0198077537
## CD6 1 1 0.0265442185
## RNASE6 1 1 0.0195523200
## RGS1 1 1 0.9480715696
## NRP1 1 1 0.0311810485
## PMCH 1 1 0.0515605062
## HLA.DQA1 1 1 1.1333189812
## SELL 1 1 0.0514083235
## IL15 1 1 0.0786597580
## HLA.DPA1 1 1 1.3576619013
## FUT4 1 1 0.0580562399
## HMMR 1 1 0.2058343076
## KLRC4 1 1 0.0713686655
## CD28.CD28.2.CD28.AHS0024.pAbO 1 1 0.0608298010
## PTGDR2 1 1 0.0222847060
## S1PR1 1 1 0.0664456337
## IGHA1_secreted 1 1 0.0051137753
## SNCA 1 1 0.0291428088
## MZB1 1 1 0.5939634857
## TNFRSF25 1 1 0.0019964361
## ICOS 1 1 0.3723841597
## MCM2 1 1 0.8170418959
## TNFSF13B 1 1 0.0499077569
## THBS1 1 1 0.0235236316
## CD1D.CD1D.AHS0219.pAbO 1 1 0.3738422303
## RORC 1 1 0.0566792235
## BCL11B 1 1 0.1158132019
## CD160 1 1 0.0251973721
## TNFSF13 1 1 0.0554425727
## CD34.581.CD34.AHS0061.pAbO 1 1 0.1915852402
## IL9R 1 1 0.0306327979
## PTTG2 1 1 0.2529992647
## PASK 1 1 0.1637859539
## KDELR1 1 1 0.0904578952
## IKZF2 1 1 0.0402313587
## KLRG1 1 1 0.0132296625
## CD79B 1 1 0.0270860300
## VEGFA 1 1 0.3683371587
## IL7R 1 1 0.0200604552
## TSPAN32 1 1 0.1042762822
## EOMES 1 1 0.0925614524
## ZNF683 1 1 0.0856216297
## CCR8 1 1 0.0196275300
## CD94.KLRD1.AHS0085.pAbO 1 1 1.7607314650
## NCAM1 1 1 0.1581153915
## CCR7.CCR7.AHS0273.pAbO 1 1 0.1892852711
## FAS 1 1 0.5051481427
## ITGAX 1 1 1.9057338989
## CD38 1 1 0.1378626000
## RORA 1 1 0.0708289684
## TNFSF8 1 1 0.0587784294
## CX3CR1.CX3CR1.AHS0125.pAbO 1 1 0.1403877066
## TMEM97 1 1 0.3762437599
## FBXO22 1 1 0.2100519207
## CD45RO.PTPRC.AHS0036.pAbO 1 1 0.4018186809
## GIMAP7 1 1 0.0145676467
## FOXO1 1 1 0.0795296053
## IgG.IGHG1_2_3_4.AHS0059.pAbO 1 1 1.1002554843
## CD44 1 1 1.8791247128
## FOXO3 1 1 0.0947004815
## KIR2DL1 1 1 1.5568618084
## LEF1 1 1 0.4521177792
## OAS1 1 1 0.1568381513
## HLA.DMA 1 1 0.6913922067
## CD45RA.HI100.PTPRC.AHS0009.pAbO 1 1 0.6665953310
## TRAT1 1 1 0.1286188769
## CD8A 1 1 1.0283594772
## PSEN1 1 1 0.1815881021
## HLA.DMB 1 1 0.4672613324
## GAB2 1 1 0.2307301837
## C10orf54 1 1 1.3306159050
## TARP_refseq 1 1 1.5306969129
## CD81.CD81.AHS0021.pAbO 1 1 2.4559350020
## IL18 1 1 0.0990835967
## FAM65B 1 1 0.0990738583
## HLA.DQB1 1 1 0.3961708352
## CBLB 1 1 0.5150130186
## LGALS9 1 1 0.1902533491
## CNOT2 1 1 0.8652193979
## PRDM1 1 1 1.0456148104
## CD33 1 1 0.1696800687
## ZBTB16 1 1 0.3383773821
## CCR2 1 1 0.0580420458
## IL12RB1 1 1 0.3441000080
## CXCR6 1 1 0.5041558908
## HMGB2 1 1 1.0546272614
## ANXA5 1 1 1.9436318849
## IL18RAP 1 1 0.6661246543
## CD279.EH12.1.PDCD1.AHS0014.pAbO 1 1 0.2900073416
## TGFB1 1 1 0.4689246015
## DUSP1 1 1 0.2207764569
## LGALS3 1 1 0.3043547341
## CXCL5 1 1 0.4951577284
## GZMH 1 1 0.5524217740
## KLRC1 1 1 2.8788400856
## PCNA 1 1 1.4239692178
## CD161.DX12.KLRB1.AHS0002.pAbO 1 1 0.3459861753
## ITGAE 1 1 0.5607613787
## CD74 1 1 3.7928855623
## IL18R1 1 1 0.6843643920
## CD300A 1 1 1.5867150827
## GNLY 1 1 7.1069031590
## STAT1 1 1 0.4727774484
## CTSD 1 1 0.6247403780
## CD247 1 1 1.0173248458
## VNN2 1 1 0.4135836083
## PDIA4 1 1 0.7368477305
## ITGA4 1 1 0.3010914708
## CD102.ICAM2.AHS0155.pAbO 1 1 0.3885728919
## DPP4 1 1 0.5212089348
## CD33.WM53.CD33.AHS0044.pAbO 1 1 0.3205604612
## FYN 1 1 2.3068159428
## NINJ2 1 1 0.6606606011
## TRAC 1 1 0.4247920757
## STAT3 1 1 0.6682801041
## IGBP1 1 1 0.5594376891
## ADA 1 1 0.7829946525
## IFITM3 1 1 1.2933484665
## ITGAM 1 1 0.8933191502
## ADGRG3 1 1 0.3567809708
## XBP1 1 1 2.2097986200
## TIAF1 1 1 0.3909887266
## CCR1 1 1 0.3182588038
## GZMA 1 1 5.2357560253
## ENTPD1 1 1 0.6645873947
## PIK3AP1 1 1 1.1640208552
## IFNGR1 1 1 0.5477947514
## ATF6B 1 1 0.5735825860
## FYB 1 1 0.4104377328
## CD7 1 1 0.8187036579
## ITGB2 1 1 2.8057089298
## GLG1 1 1 0.3865763772
## KLRF1 1 1 1.0300050730
## PDIA6 1 1 1.8265562786
## SPOCK2 1 1 0.2380404735
## TRDC 1 1 2.0102535213
## TRIB2 1 1 0.5132627424
## FCGR3A 1 1 1.7480301395
## LIPA 1 1 0.6036602827
## GAPDH 1 1 5.8360397826
## LAP3 1 1 1.1830109859
## KIT 1 1 0.4576566563
## CST7 1 1 2.6435995155
## CD2 1 1 2.8229603484
## STAT4 1 1 1.4002624276
## CCR5 1 1 0.4962598991
## CCL5 1 1 3.1341242958
## BTG1 1 1 3.0385772504
## LYN 1 1 1.0188369506
## APOBEC3G 1 1 3.0356899262
## CD52 1 1 4.1701405020
## LGALS1 1 1 5.0739737034
## CCR6 1 1 0.2642338976
## LAT 1 1 0.5063234861
## IFITM2 1 1 1.8000964567
## GZMK 1 1 1.5591278101
## CXCR3 1 1 1.7816300103
## BCL2 1 1 0.6908897794
## TNFSF10 1 1 2.9644075479
## CD244 1 1 0.7704863810
## GNAI2 1 1 1.0887767737
## RPN2 1 1 1.8882718315
## GIMAP5 1 1 0.3771010261
## IL32 1 1 4.6565707483
## IKZF1 1 1 0.8137460783
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 1 1 0.3447423300
## S100A10 1 1 2.5340989702
## VPS28 1 1 0.8642278882
## ITGAL 1 1 1.2123377303
## NCR3 1 1 1.5568549747
## GIMAP2 1 1 0.3022492545
## CASP5 1 1 0.8530538925
## IL4R 1 1 2.0060681950
## LAT2 1 1 1.1591150134
## IL23R 1 1 0.9078146419
## CASP3 1 1 1.1333841473
## LCK 1 1 1.9226089145
## CD48 1 1 2.7744425236
## KLRK1 1 1 1.7156940152
## IL2RB 1 1 4.3450459539
## CD3E 1 1 2.4562245456
## NKG7 1 1 5.3622375561
## PIK3IP1 1 1 0.2286583485
## FCER1G 1 1 3.5390542530
## RUNX3 1 1 2.4851539216
## CCND2 1 1 2.8727555703
## BIN2 1 1 1.0966696314
## CD335.NCR1.AHS0068.pAbO 1 1 0.8181682965
## PTPRC 1 1 2.1050443649
## KLRB1 1 1 1.8026761162
## BAX 1 1 1.4606845663
## CTSW 1 1 4.6619167136
## TXK 1 1 0.9194675442
## DOCK8 1 1 1.3673957973
## CD37 1 1 1.4877635683
## TRBC2 1 1 2.8536399046
## LAMP1 1 1 1.8722022172
## ARL4C 1 1 0.9864903845
## PRF1 1 1 4.7786718568
## CXCR4 1 1 0.7987418612
## CD63 1 1 3.6864515566
## HLA.A 1 1 5.0780036605
## HLA.C 1 1 5.9408745831
## SELPLG 1 1 1.3498841006
## other.average self.detected
## CSF2 1.727846e+00 0.9931428571
## CCL4 4.613061e+00 0.9997142857
## EGR3 6.094931e-01 0.8865714286
## XCL1 6.887974e-01 0.8862857143
## CCL3 3.228130e+00 0.9917142857
## DUSP2 1.566110e+00 0.9600000000
## IER3 7.370267e-01 0.8848571429
## ICAM1 1.438504e+00 0.9465714286
## TNF 2.465202e+00 0.9885714286
## IFNG 8.107179e-01 0.8148571429
## BCL2A1 5.180470e-01 0.7537142857
## MYC 1.173015e+00 0.8980000000
## CCL1 7.580079e-01 0.7445714286
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 5.440469e-01 0.9928571429
## GZMB 5.392470e+00 1.0000000000
## IRF8 2.522717e+00 0.9814285714
## NAMPT 5.809458e-01 0.7371428571
## CD4.SK3.CD4.AHS0032.pAbO 8.574497e-02 0.7391428571
## BIRC3 1.559849e+00 0.9282857143
## CD18.ITGB2.AHS0091.pAbO 2.748043e+00 1.0000000000
## TBX21 1.385799e+00 0.9302857143
## CD2.CD2.AHS0029.pAbO 2.506536e+00 1.0000000000
## EGR1 7.340993e-01 0.6488571429
## SEMA7A 2.827436e-01 0.5368571429
## LTA 6.095178e-01 0.6131428571
## CD69.CD69.AHS0010.pAbO 2.150488e+00 1.0000000000
## FOSB 2.346220e-01 0.3940000000
## FN1 3.481500e-01 0.4548571429
## CD19.SJ25C1.CD19.AHS0030.pAbO 1.986297e-01 0.8774285714
## IRF4 2.848514e-01 0.4148571429
## CD70 1.145833e+00 0.7568571429
## FASLG 5.256685e-01 0.6542857143
## ZBED2 8.529756e-02 0.2654285714
## CD26.DPP4.AHS0109.pAbO 3.187950e+00 1.0000000000
## CD38.HIT2.CD38.AHS0022.pAbO 1.465192e+00 1.0000000000
## IL2RA 1.747512e+00 0.9257142857
## LIF 7.667961e-01 0.6202857143
## CD226.CD226.AHS0079.pAbO 7.977455e-01 0.9965714286
## CD69 1.600186e+00 0.8568571429
## TNFRSF8 2.496448e-01 0.3377142857
## Tim3.HAVCR2.AHS0016.pAbO 2.335033e+00 1.0000000000
## TNFSF14 1.256286e+00 0.8640000000
## IL13 1.251491e-01 0.2262857143
## LAIR2 3.721258e-01 0.4040000000
## JUNB 1.791825e-01 0.3202857143
## FOSL1 6.183176e-02 0.2091428571
## ITK 1.339245e+00 0.9071428571
## BACH2 1.870273e-01 0.3008571429
## TNFRSF1B 1.769529e+00 0.9522857143
## STAT5A 6.773043e-01 0.6434285714
## CD80 1.682169e-01 0.2694285714
## CD39.ENTPD1.AHS0006.pAbO 1.585913e+00 0.9971428571
## CD7.CD7.AHS0043.pAbO 3.422637e+00 1.0000000000
## CD152.CTLA4.AHS0017.pAbO 8.993464e-01 0.9997142857
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 5.747948e-01 0.9925714286
## JUN 4.401348e-01 0.4580000000
## IL12RB2 8.277022e-01 0.6937142857
## YBX3 3.012459e-01 0.3537142857
## IL1RN 5.832153e-02 0.1271428571
## HLA.DRA 9.893456e-01 0.6380000000
## HLA.DRB3 5.117532e-01 0.4660000000
## IL3RA 1.360843e-01 0.1734285714
## DUSP4 1.616954e+00 0.8908571429
## IL3 4.415281e-02 0.0957142857
## KLRC3 6.153956e-01 0.5262857143
## FTH1 1.474609e-01 0.2011428571
## IgM.IGHM.AHS0198.pAbO 2.313647e-01 0.9240000000
## PYCR1 1.855516e-01 0.2220000000
## CD25.2A3.IL2RA.AHS0026.pAbO 1.869713e-01 0.7265714286
## CLEC2D 1.254211e-01 0.1642857143
## TK1 7.928468e-01 0.4628571429
## CD72 4.180847e-02 0.0760000000
## UBE2C 5.857668e-01 0.3400000000
## CD274 3.237874e-02 0.0648571429
## TIGIT 9.153259e-01 0.6617142857
## TNFRSF9 1.039333e-02 0.0382857143
## CD14.MPHIP9.CD14.AHS0037.pAbO 1.301163e-01 0.7988571429
## CD9 2.860122e-01 0.2162857143
## HLA.DPB1 7.500547e-01 0.5737142857
## IL15RA 3.489279e-01 0.3600000000
## TYMS 1.645845e+00 0.7354285714
## GATA3 3.813847e-02 0.0542857143
## CTLA4 1.687739e-02 0.0302857143
## CD314.KLRK1.AHS0065.pAbO 1.402748e+00 0.9994285714
## CD3D 1.077617e-01 0.0665714286
## LAMP3 2.033508e-02 0.0340000000
## KIAA0101 1.015778e+00 0.5411428571
## AIM2 2.093206e-02 0.0348571429
## CCNB1 4.648578e-01 0.3057142857
## IL1B 3.038459e-03 0.0154285714
## IER5 3.717479e-02 0.0462857143
## POU2AF1 7.123871e-04 0.0114285714
## CD27.L128.CD27.AHS0249.pAbO 6.492699e-02 0.5202857143
## CD40LG 1.675281e-01 0.1248571429
## AURKB 6.826155e-01 0.3757142857
## CXCL16 3.218288e-02 0.0365714286
## FOXP1 1.820943e-01 0.1797142857
## TCF7 8.886304e-03 0.0140000000
## IL4 2.844270e-03 0.0080000000
## CD40.CD40.AHS0117.pAbO 9.044960e-03 0.1054285714
## B3GAT1 1.014472e-02 0.0134285714
## CXCL8 6.386098e-03 0.0085714286
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 2.367175e-01 0.9354285714
## TNFRSF4 1.787690e-02 0.0225714286
## MCM4 7.685000e-01 0.5217142857
## IL1RL1 6.881069e-02 0.0711428571
## IL6 2.891464e-02 0.0277142857
## CD5.UCHT2.CD5.AHS0047.pAbO 1.171108e-01 0.7322857143
## SLAMF1 5.645528e-03 0.0100000000
## CD86 1.323629e-01 0.1102857143
## CD200 6.423954e-05 0.0037142857
## LILRB4 2.590369e-03 0.0060000000
## LAG3 4.314878e-02 0.0357142857
## IL6R 4.337418e-04 0.0034285714
## TGFBI 9.756522e-03 0.0111428571
## QPCT 1.292480e-01 0.1108571429
## IL2 1.209756e-03 0.0037142857
## HAVCR2 2.609993e+00 0.9854285714
## CD79A 5.996064e-03 0.0077142857
## MGST1 7.313136e-02 0.0580000000
## SLC25A37 2.579448e-02 0.0271428571
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 7.769167e-02 0.6020000000
## CD215.IL15RA.AHS0212.pAbO 7.223711e-01 0.9991428571
## ADGRE1 4.335669e-03 0.0054285714
## CD3G 2.205296e-03 0.0031428571
## SLC7A7 1.491974e-03 0.0028571429
## CLEC4D 8.073317e-05 0.0011428571
## IL12A 7.492550e-04 0.0017142857
## CCL22 1.106714e-04 0.0011428571
## IL1R2 0.000000e+00 0.0008571429
## S100A9 8.682960e-04 0.0017142857
## IL5 5.742637e-04 0.0011428571
## BCL6 1.483664e-02 0.0142857143
## VMO1 3.778203e-03 0.0040000000
## CD127.IL7R.AHS0028.pAbO 3.704637e-01 0.9737142857
## CCL2 7.487278e-04 0.0008571429
## EPX 0.000000e+00 0.0002857143
## IL22 0.000000e+00 0.0002857143
## LRRC32 0.000000e+00 0.0002857143
## CXCL3 2.852391e-05 0.0002857143
## SPP1 2.483321e-05 0.0002857143
## CLEC4E 6.426342e-05 0.0002857143
## PI3 1.196207e-04 0.0002857143
## CD24 2.423071e-03 0.0025714286
## KCNE3 1.589167e-04 0.0002857143
## CD28 8.670844e-04 0.0008571429
## GZMM 1.031847e-03 0.0008571429
## ALAS2 0.000000e+00 0.0000000000
## APOE 0.000000e+00 0.0000000000
## AQP9 0.000000e+00 0.0000000000
## AZU1 0.000000e+00 0.0000000000
## BLK 0.000000e+00 0.0000000000
## BLNK 0.000000e+00 0.0000000000
## BPI 0.000000e+00 0.0000000000
## C1QA 0.000000e+00 0.0000000000
## C1QB 0.000000e+00 0.0000000000
## CCL13 0.000000e+00 0.0000000000
## CCL17 0.000000e+00 0.0000000000
## CCL19 0.000000e+00 0.0000000000
## CCR9 0.000000e+00 0.0000000000
## CD1B 0.000000e+00 0.0000000000
## CD209 0.000000e+00 0.0000000000
## CD22 0.000000e+00 0.0000000000
## CD34 0.000000e+00 0.0000000000
## CEACAM8 0.000000e+00 0.0000000000
## CHI3L1 0.000000e+00 0.0000000000
## CLC 0.000000e+00 0.0000000000
## CLEC10A 0.000000e+00 0.0000000000
## CPA3 0.000000e+00 0.0000000000
## CXCL11 0.000000e+00 0.0000000000
## CXCL13 0.000000e+00 0.0000000000
## CXCL9 0.000000e+00 0.0000000000
## DEFA3 0.000000e+00 0.0000000000
## DEFA4 0.000000e+00 0.0000000000
## EBF1 0.000000e+00 0.0000000000
## ELANE 0.000000e+00 0.0000000000
## F13A1 0.000000e+00 0.0000000000
## FCER1A 0.000000e+00 0.0000000000
## FCER2 0.000000e+00 0.0000000000
## FCN1 0.000000e+00 0.0000000000
## GHR 0.000000e+00 0.0000000000
## IGHD_membrane 0.000000e+00 0.0000000000
## IGHE_secreted 0.000000e+00 0.0000000000
## IGHG1_membrane 0.000000e+00 0.0000000000
## IGHG2_secreted 0.000000e+00 0.0000000000
## IGHG4_secreted 0.000000e+00 0.0000000000
## IGLC3 0.000000e+00 0.0000000000
## IL17A 0.000000e+00 0.0000000000
## IL17F 0.000000e+00 0.0000000000
## IL21 0.000000e+00 0.0000000000
## IL25 0.000000e+00 0.0000000000
## IL31 0.000000e+00 0.0000000000
## IL33 0.000000e+00 0.0000000000
## IL9 0.000000e+00 0.0000000000
## MME 0.000000e+00 0.0000000000
## MMP12 0.000000e+00 0.0000000000
## S100A12 0.000000e+00 0.0000000000
## TCL1A 0.000000e+00 0.0000000000
## TLR8 0.000000e+00 0.0000000000
## TNFRSF17 0.000000e+00 0.0000000000
## VPREB3 0.000000e+00 0.0000000000
## AOC3 3.519070e-05 0.0000000000
## CMKLR1 1.938098e-03 0.0020000000
## ARG1 3.183560e-05 0.0000000000
## CD36 3.940633e-05 0.0000000000
## CNTNAP3 5.105699e-05 0.0000000000
## FLT3 4.519264e-05 0.0000000000
## IGHG1_secreted 3.787299e-05 0.0000000000
## IGHG3_secreted 2.228778e-05 0.0000000000
## RNASE2 4.260036e-05 0.0000000000
## CXCL2 9.173893e-05 0.0000000000
## MS4A1 9.173210e-05 0.0000000000
## TREM1 1.342587e-03 0.0014285714
## CCR4 8.150675e-05 0.0000000000
## IFNA1 7.453880e-05 0.0000000000
## CD5 3.171650e-03 0.0020000000
## CD163 1.329792e-04 0.0000000000
## CD4 1.248605e-03 0.0008571429
## BTLA 1.372977e-04 0.0000000000
## CTSG 2.590915e-03 0.0025714286
## CD40 1.321452e-03 0.0008571429
## MMP9 2.029948e-04 0.0000000000
## F5 3.851577e-04 0.0002857143
## CR2 1.988928e-04 0.0000000000
## CD1C 1.909638e-04 0.0000000000
## CXCL10 6.605857e-04 0.0002857143
## CXCR2 1.655466e-03 0.0008571429
## IGHM_membrane 1.209950e-03 0.0008571429
## MITF 3.129606e-04 0.0000000000
## JCHAIN 6.258622e-04 0.0000000000
## CD1A 5.872915e-03 0.0060000000
## IGHM_secreted 6.622348e-04 0.0000000000
## THBD 4.292532e-04 0.0000000000
## TLR2 2.811917e-03 0.0014285714
## TPSAB1 3.131318e-03 0.0020000000
## VSIG4 7.381188e-04 0.0002857143
## FAM129C 6.942850e-04 0.0000000000
## CXCL1 8.792592e-04 0.0000000000
## ZAP70 8.579149e-02 0.0808571429
## CD8.SK1.CD8A.AHS0228.pAbO 1.064942e+00 0.9794285714
## PDCD1 2.347301e-03 0.0011428571
## TNFRSF13C 1.805862e-03 0.0005714286
## TNFRSF18 4.887657e-02 0.0442857143
## TOP2A 8.746924e-01 0.4517142857
## PAX5 1.393029e-02 0.0120000000
## CCR10 1.741035e-03 0.0000000000
## LY86 8.405131e-03 0.0057142857
## CD8B 8.239410e-03 0.0037142857
## CD27 7.118711e-03 0.0034285714
## NT5E 6.934274e-03 0.0028571429
## CXCR1 3.388885e-03 0.0008571429
## FOXP3 5.527361e-02 0.0317142857
## CD22.CD22.AHS0195.pAbO 2.233504e-01 0.9120000000
## PECAM1 4.908852e-01 0.4182857143
## CSF3 3.182254e-03 0.0002857143
## CMTM2 1.815028e-02 0.0134285714
## CCR7 7.248903e-03 0.0031428571
## TGFB3 8.029748e-03 0.0037142857
## TLR7 5.762770e-03 0.0014285714
## MKI67 2.457327e-01 0.1988571429
## CHI3L2 1.930297e-02 0.0128571429
## CXCR5 2.580407e-02 0.0128571429
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 3.166009e+00 1.0000000000
## TLR9 6.834928e-03 0.0022857143
## CD14 1.057542e-02 0.0057142857
## CD103.ITGAE.AHS0001.pAbO 2.974014e-02 0.2840000000
## CD95.FAS.AHS0023.pAbO 2.976046e+00 1.0000000000
## IGKC 7.085500e-02 0.0305714286
## CCR3 1.445326e-02 0.0034285714
## CCL20 1.353114e-02 0.0014285714
## CD3.SK7.CD3E.AHS0033.pAbO 8.282388e-02 0.5825714286
## LTB 5.564386e-02 0.0382857143
## TCF4 2.734532e-02 0.0177142857
## STAT6 1.747353e-01 0.1562857143
## CX3CR1 4.372937e-02 0.0214285714
## CD6 5.198258e-02 0.0205714286
## RNASE6 3.821026e-02 0.0260000000
## RGS1 1.015022e+00 0.5885714286
## NRP1 5.153640e-02 0.0368571429
## PMCH 9.847332e-02 0.0422857143
## HLA.DQA1 1.275871e+00 0.6331428571
## SELL 9.168534e-02 0.0557142857
## IL15 1.258622e-01 0.0994285714
## HLA.DPA1 1.388378e+00 0.8325714286
## FUT4 9.635059e-02 0.0780000000
## HMMR 3.202811e-01 0.2022857143
## KLRC4 1.230650e-01 0.0917142857
## CD28.CD28.2.CD28.AHS0024.pAbO 6.503098e-02 0.5151428571
## PTGDR2 7.069542e-02 0.0168571429
## S1PR1 1.191051e-01 0.0800000000
## IGHA1_secreted 3.012695e-02 0.0060000000
## SNCA 6.192533e-02 0.0365714286
## MZB1 6.892921e-01 0.5334285714
## TNFRSF25 4.019248e-02 0.0014285714
## ICOS 4.492595e-01 0.3708571429
## MCM2 9.500797e-01 0.5568571429
## TNFSF13B 1.022637e-01 0.0662857143
## THBS1 6.043143e-02 0.0260000000
## CD1D.CD1D.AHS0219.pAbO 3.849329e-01 0.9800000000
## RORC 1.599641e-01 0.0334285714
## BCL11B 1.809917e-01 0.1357142857
## CD160 6.219633e-02 0.0231428571
## TNFSF13 1.047843e-01 0.0717142857
## CD34.581.CD34.AHS0061.pAbO 1.998423e-01 0.8828571429
## IL9R 7.132254e-02 0.0371428571
## PTTG2 3.635178e-01 0.2765714286
## PASK 2.490273e-01 0.2014285714
## KDELR1 1.532834e-01 0.1197142857
## IKZF2 9.655697e-02 0.0502857143
## KLRG1 6.242744e-02 0.0165714286
## CD79B 8.305086e-02 0.0328571429
## VEGFA 5.095079e-01 0.3611428571
## IL7R 1.044135e-01 0.0174285714
## TSPAN32 1.828859e-01 0.1242857143
## EOMES 1.774845e-01 0.1122857143
## ZNF683 2.086959e-01 0.0794285714
## CCR8 7.230489e-02 0.0237142857
## CD94.KLRD1.AHS0085.pAbO 1.845803e+00 0.9994285714
## NCAM1 2.568388e-01 0.1980000000
## CCR7.CCR7.AHS0273.pAbO 2.000380e-01 0.8817142857
## FAS 6.077906e-01 0.5054285714
## ITGAX 1.970924e+00 0.9320000000
## CD38 2.393442e-01 0.1657142857
## RORA 1.658079e-01 0.0900000000
## TNFSF8 1.629610e-01 0.0637142857
## CX3CR1.CX3CR1.AHS0125.pAbO 1.518721e-01 0.7994285714
## TMEM97 5.275926e-01 0.3840000000
## FBXO22 3.147966e-01 0.2591428571
## CD45RO.PTPRC.AHS0036.pAbO 4.321311e-01 0.9825714286
## GIMAP7 8.698355e-02 0.0197142857
## FOXO1 1.802804e-01 0.0900000000
## IgG.IGHG1_2_3_4.AHS0059.pAbO 1.195100e+00 0.9997142857
## CD44 1.971527e+00 0.9062857143
## FOXO3 1.958002e-01 0.1202857143
## KIR2DL1 1.798997e+00 0.7420000000
## LEF1 6.072206e-01 0.4022857143
## OAS1 2.746437e-01 0.1737142857
## HLA.DMA 8.234083e-01 0.6182857143
## CD45RA.HI100.PTPRC.AHS0009.pAbO 7.896695e-01 0.9488571429
## TRAT1 2.821263e-01 0.1168571429
## CD8A 1.309579e+00 0.5794285714
## PSEN1 3.117493e-01 0.2257142857
## HLA.DMB 6.169391e-01 0.4665714286
## GAB2 3.765926e-01 0.2702857143
## C10orf54 1.427145e+00 0.8228571429
## TARP_refseq 1.628782e+00 0.8700000000
## CD81.CD81.AHS0021.pAbO 2.562924e+00 1.0000000000
## IL18 2.387267e-01 0.1214285714
## FAM65B 2.398530e-01 0.1162857143
## HLA.DQB1 6.224873e-01 0.3740000000
## CBLB 6.917377e-01 0.4971428571
## LGALS9 3.615657e-01 0.2128571429
## CNOT2 9.861002e-01 0.7208571429
## PRDM1 1.205780e+00 0.7471428571
## CD33 3.462458e-01 0.2031428571
## ZBTB16 5.416688e-01 0.3474285714
## CCR2 2.301401e-01 0.0640000000
## IL12RB1 5.340451e-01 0.3768571429
## CXCR6 8.353440e-01 0.3514285714
## HMGB2 1.415067e+00 0.6145714286
## ANXA5 2.093578e+00 0.9517142857
## IL18RAP 9.013690e-01 0.5848571429
## CD279.EH12.1.PDCD1.AHS0014.pAbO 4.065615e-01 0.9222857143
## TGFB1 7.205797e-01 0.4562857143
## DUSP1 5.023629e-01 0.2165714286
## LGALS3 6.182931e-01 0.2900000000
## CXCL5 7.073964e-01 0.5271428571
## GZMH 8.957421e-01 0.4577142857
## KLRC1 3.037562e+00 0.9851428571
## PCNA 1.795299e+00 0.7720000000
## CD161.DX12.KLRB1.AHS0002.pAbO 4.134877e-01 0.9534285714
## ITGAE 8.046139e-01 0.5340000000
## CD74 4.035091e+00 0.9985714286
## IL18R1 9.364617e-01 0.6017142857
## CD300A 1.849207e+00 0.8742857143
## GNLY 7.279374e+00 1.0000000000
## STAT1 7.648407e-01 0.4742857143
## CTSD 9.126308e-01 0.5668571429
## CD247 1.286483e+00 0.7680000000
## VNN2 7.035629e-01 0.4185714286
## PDIA4 9.836405e-01 0.6528571429
## ITGA4 5.887927e-01 0.3362857143
## CD102.ICAM2.AHS0155.pAbO 4.826644e-01 0.9662857143
## DPP4 8.017638e-01 0.5234285714
## CD33.WM53.CD33.AHS0044.pAbO 5.300671e-01 0.8637142857
## FYN 2.559743e+00 0.9754285714
## NINJ2 9.515159e-01 0.5945714286
## TRAC 8.022368e-01 0.4057142857
## STAT3 9.379006e-01 0.6131428571
## IGBP1 8.286022e-01 0.5631428571
## ADA 1.082654e+00 0.6654285714
## IFITM3 1.691504e+00 0.8094285714
## ITGAM 1.156171e+00 0.7351428571
## ADGRG3 7.432259e-01 0.3165714286
## XBP1 2.474850e+00 0.9620000000
## TIAF1 6.842829e-01 0.4222857143
## CCR1 6.275169e-01 0.3220000000
## GZMA 5.607166e+00 1.0000000000
## ENTPD1 1.022291e+00 0.5834285714
## PIK3AP1 1.509430e+00 0.7574285714
## IFNGR1 8.568935e-01 0.5360000000
## ATF6B 8.586795e-01 0.5697142857
## FYB 7.508380e-01 0.4200000000
## CD7 1.166693e+00 0.6580000000
## ITGB2 3.073945e+00 0.9745714286
## GLG1 7.402511e-01 0.4162857143
## KLRF1 1.540289e+00 0.7240000000
## PDIA6 2.136166e+00 0.9534285714
## SPOCK2 8.277753e-01 0.2237142857
## TRDC 2.438365e+00 0.9400000000
## TRIB2 9.391989e-01 0.4820000000
## FCGR3A 2.487930e+00 0.8225714286
## LIPA 9.626243e-01 0.5840000000
## GAPDH 6.113996e+00 1.0000000000
## LAP3 1.514623e+00 0.8520000000
## KIT 1.153642e+00 0.3748571429
## CST7 2.978994e+00 0.9905714286
## CD2 3.295750e+00 0.9554285714
## STAT4 1.756615e+00 0.8814285714
## CCR5 9.479661e-01 0.4588571429
## CCL5 3.852423e+00 0.9874285714
## BTG1 3.485266e+00 0.9980000000
## LYN 1.386196e+00 0.8034285714
## APOBEC3G 3.422045e+00 0.9965714286
## CD52 4.660248e+00 1.0000000000
## LGALS1 5.634667e+00 0.9997142857
## CCR6 8.200803e-01 0.2517142857
## LAT 9.621174e-01 0.4971428571
## IFITM2 2.312243e+00 0.9268571429
## GZMK 2.285881e+00 0.8420000000
## CXCR3 2.267035e+00 0.9174285714
## BCL2 1.156871e+00 0.6211428571
## TNFSF10 3.435246e+00 0.9962857143
## CD244 1.260076e+00 0.6605714286
## GNAI2 1.530687e+00 0.8171428571
## RPN2 2.286821e+00 0.9585714286
## GIMAP5 9.661274e-01 0.3608571429
## IL32 5.497138e+00 0.9948571429
## IKZF1 1.351381e+00 0.6882857143
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 7.289114e-01 0.9577142857
## S100A10 3.015094e+00 0.9891428571
## VPS28 1.358858e+00 0.7417142857
## ITGAL 1.759097e+00 0.8388571429
## NCR3 2.118601e+00 0.9040000000
## GIMAP2 8.500638e-01 0.3254285714
## CASP5 1.402978e+00 0.7282857143
## IL4R 2.561160e+00 0.9714285714
## LAT2 1.800861e+00 0.8014285714
## IL23R 1.514477e+00 0.7391428571
## CASP3 1.695902e+00 0.8182857143
## LCK 2.533471e+00 0.9537142857
## CD48 3.338358e+00 0.9937142857
## KLRK1 2.349904e+00 0.9417142857
## IL2RB 4.968336e+00 0.9997142857
## CD3E 3.180151e+00 0.9828571429
## NKG7 5.940434e+00 0.9997142857
## PIK3IP1 1.231590e+00 0.2311428571
## FCER1G 4.183953e+00 0.9968571429
## RUNX3 3.205854e+00 0.9851428571
## CCND2 3.572890e+00 0.9940000000
## BIN2 1.832150e+00 0.8062857143
## CD335.NCR1.AHS0068.pAbO 1.211195e+00 0.9977142857
## PTPRC 2.776128e+00 0.9734285714
## KLRB1 3.052475e+00 0.8708571429
## BAX 2.271181e+00 0.8934285714
## CTSW 5.253768e+00 1.0000000000
## TXK 1.806834e+00 0.7117142857
## DOCK8 2.095402e+00 0.8931428571
## CD37 2.331218e+00 0.9148571429
## TRBC2 3.508086e+00 0.9988571429
## LAMP1 2.584468e+00 0.9697142857
## ARL4C 1.943026e+00 0.7280000000
## PRF1 5.398091e+00 0.9997142857
## CXCR4 2.540472e+00 0.5860000000
## CD63 4.429383e+00 1.0000000000
## HLA.A 5.726769e+00 1.0000000000
## HLA.C 6.667283e+00 1.0000000000
## SELPLG 2.830768e+00 0.8331428571
## other.detected mean.logFC.cohen
## CSF2 7.753336e-01 2.3380154766
## CCL4 9.913541e-01 2.3833316168
## EGR3 3.180319e-01 1.5255990484
## XCL1 4.301831e-01 1.3424624551
## CCL3 9.343946e-01 1.4324802425
## DUSP2 6.609337e-01 1.3699862433
## IER3 4.591666e-01 1.2138168501
## ICAM1 7.496539e-01 1.0759157909
## TNF 8.842371e-01 1.0449321310
## IFNG 5.299857e-01 1.0636796629
## BCL2A1 3.607308e-01 1.0060870947
## MYC 6.075778e-01 0.9583898018
## CCL1 4.661993e-01 1.0785817155
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 9.581330e-01 0.8278981011
## GZMB 9.976447e-01 0.7839223081
## IRF8 8.984139e-01 0.6995244911
## NAMPT 4.052834e-01 0.7056905068
## CD4.SK3.CD4.AHS0032.pAbO 4.743699e-01 0.6009802090
## BIRC3 7.375946e-01 0.7029549724
## CD18.ITGB2.AHS0091.pAbO 9.995726e-01 0.6605504798
## TBX21 7.284016e-01 0.6523429267
## CD2.CD2.AHS0029.pAbO 9.995726e-01 0.5084263305
## EGR1 3.820417e-01 0.5777664885
## SEMA7A 2.299773e-01 0.5281821558
## LTA 3.769303e-01 0.5172406936
## CD69.CD69.AHS0010.pAbO 9.997976e-01 0.4676486262
## FOSB 1.586268e-01 0.4273021385
## FN1 2.202724e-01 0.4297744228
## CD19.SJ25C1.CD19.AHS0030.pAbO 7.746487e-01 0.3873082728
## IRF4 1.926729e-01 0.4260554182
## CD70 5.377436e-01 0.4000967933
## FASLG 3.934154e-01 0.3743727563
## ZBED2 6.466413e-02 0.4792504650
## CD26.DPP4.AHS0109.pAbO 1.000000e+00 0.3452493834
## CD38.HIT2.CD38.AHS0022.pAbO 9.969744e-01 0.4068301010
## IL2RA 7.984271e-01 0.3588218543
## LIF 4.224521e-01 0.3755180625
## CD226.CD226.AHS0079.pAbO 9.742951e-01 0.3487603896
## CD69 7.574714e-01 0.3632681248
## TNFRSF8 1.635268e-01 0.3710250948
## Tim3.HAVCR2.AHS0016.pAbO 9.995726e-01 0.3107230319
## TNFSF14 7.193913e-01 0.3072496157
## IL13 6.959232e-02 0.4127547575
## LAIR2 2.333242e-01 0.2582195319
## JUNB 1.515094e-01 0.2490426306
## FOSL1 5.764034e-02 0.3652259203
## ITK 7.743134e-01 0.2799007677
## BACH2 1.600231e-01 0.2066326104
## TNFRSF1B 8.486709e-01 0.2453013501
## STAT5A 5.023684e-01 0.2451284083
## CD80 1.414560e-01 0.1643061780
## CD39.ENTPD1.AHS0006.pAbO 9.959931e-01 0.1962121678
## CD7.CD7.AHS0043.pAbO 1.000000e+00 0.1684392092
## CD152.CTLA4.AHS0017.pAbO 9.997636e-01 0.1505188853
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 9.871541e-01 0.1514605888
## JUN 3.192178e-01 0.0845002852
## IL12RB2 5.043453e-01 0.1704061096
## YBX3 2.379502e-01 0.0768399492
## IL1RN 4.673294e-02 0.2347405074
## HLA.DRA 4.909572e-01 0.0991881549
## HLA.DRB3 3.357751e-01 0.0793956598
## IL3RA 9.947784e-02 0.1114831663
## DUSP4 7.506282e-01 0.1337523425
## IL3 3.537879e-02 0.2636209109
## KLRC3 3.995993e-01 0.0317383977
## FTH1 1.315268e-01 0.0500087500
## IgM.IGHM.AHS0198.pAbO 8.896415e-01 0.0877742412
## PYCR1 1.586226e-01 0.0648586581
## CD25.2A3.IL2RA.AHS0026.pAbO 6.777093e-01 0.0545164854
## CLEC2D 1.103682e-01 0.0440988300
## TK1 3.778045e-01 0.0774840098
## CD72 3.842197e-02 0.0751198957
## UBE2C 2.738811e-01 0.0890899111
## CD274 3.171906e-02 0.0840237326
## TIGIT 5.216145e-01 0.0427557671
## TNFRSF9 8.973928e-03 0.1556358414
## CD14.MPHIP9.CD14.AHS0037.pAbO 7.487996e-01 0.0300080172
## CD9 1.815425e-01 0.0305148343
## HLA.DPB1 4.457616e-01 -0.0181547443
## IL15RA 2.901334e-01 -0.0564559687
## TYMS 6.430915e-01 0.0055110432
## GATA3 3.575293e-02 0.0176430315
## CTLA4 1.308035e-02 0.0768445261
## CD314.KLRK1.AHS0065.pAbO 9.994399e-01 0.0325854686
## CD3D 4.955089e-02 0.0264939752
## LAMP3 1.769002e-02 0.0498650602
## KIAA0101 4.623499e-01 -0.0172711621
## AIM2 2.031148e-02 0.0406311867
## CCNB1 2.597110e-01 0.0186294342
## IL1B 2.594145e-03 0.1169420439
## IER5 3.385479e-02 -0.0271718152
## POU2AF1 7.383342e-04 0.1260654247
## CD27.L128.CD27.AHS0249.pAbO 4.841435e-01 -0.0208303648
## CD40LG 1.117036e-01 0.0635002335
## AURKB 3.263349e-01 0.0143375512
## CXCL16 2.875989e-02 -0.0130960305
## FOXP1 1.574807e-01 -0.0879681940
## TCF7 7.538173e-03 0.0244092978
## IL4 1.679252e-03 0.0824788299
## CD40.CD40.AHS0117.pAbO 9.769101e-02 -0.0087060676
## B3GAT1 7.630969e-03 0.0381890335
## CXCL8 2.890802e-03 0.0620183316
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 9.161293e-01 0.0002813341
## TNFRSF4 1.704140e-02 -0.0009604983
## MCM4 4.350172e-01 -0.0518601436
## IL1RL1 6.404911e-02 -0.0176135944
## IL6 2.286048e-02 0.0209245196
## CD5.UCHT2.CD5.AHS0047.pAbO 6.980490e-01 -0.0062724391
## SLAMF1 5.927317e-03 0.0241536499
## CD86 1.015097e-01 -0.0196570682
## CD200 9.225092e-05 0.0744650108
## LILRB4 2.656018e-03 0.0432437449
## LAG3 3.179362e-02 -0.0097012519
## IL6R 5.082888e-04 0.0593881744
## TGFBI 8.266072e-03 -0.0184002832
## QPCT 1.031157e-01 -0.0473052800
## IL2 1.078366e-03 0.0491472110
## HAVCR2 9.476004e-01 0.0305091381
## CD79A 5.650032e-03 0.0116776875
## MGST1 5.468399e-02 0.0004695432
## SLC25A37 2.499533e-02 -0.0389413435
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 5.622664e-01 -0.0175908007
## CD215.IL15RA.AHS0212.pAbO 9.985242e-01 0.0044602139
## ADGRE1 3.943670e-03 0.0128437738
## CD3G 1.681540e-03 0.0211248430
## SLC7A7 1.508068e-03 0.0136353209
## CLEC4D 6.313131e-05 0.0380882870
## IL12A 6.339696e-04 0.0178073678
## CCL22 1.327571e-04 0.0371718695
## IL1R2 0.000000e+00 0.0409149111
## S100A9 9.299863e-04 0.0144735659
## IL5 4.273169e-04 0.0341871224
## BCL6 1.361736e-02 -0.0313737022
## VMO1 3.451613e-03 -0.0103792718
## CD127.IL7R.AHS0028.pAbO 9.700841e-01 -0.0104937781
## CCL2 4.379547e-04 0.0132769797
## EPX 0.000000e+00 0.0239045722
## IL22 0.000000e+00 0.0239045722
## LRRC32 0.000000e+00 0.0239045722
## CXCL3 3.481288e-05 0.0224182244
## SPP1 3.481288e-05 0.0209138789
## CLEC4E 9.225092e-05 0.0155508770
## PI3 1.270638e-04 0.0152488410
## CD24 2.413257e-03 -0.0076277379
## KCNE3 1.441961e-04 0.0134223254
## CD28 7.311126e-04 0.0032729044
## GZMM 8.257885e-04 -0.0024382157
## ALAS2 0.000000e+00 0.0000000000
## APOE 0.000000e+00 0.0000000000
## AQP9 0.000000e+00 0.0000000000
## AZU1 0.000000e+00 0.0000000000
## BLK 0.000000e+00 0.0000000000
## BLNK 0.000000e+00 0.0000000000
## BPI 0.000000e+00 0.0000000000
## C1QA 0.000000e+00 0.0000000000
## C1QB 0.000000e+00 0.0000000000
## CCL13 0.000000e+00 0.0000000000
## CCL17 0.000000e+00 0.0000000000
## CCL19 0.000000e+00 0.0000000000
## CCR9 0.000000e+00 0.0000000000
## CD1B 0.000000e+00 0.0000000000
## CD209 0.000000e+00 0.0000000000
## CD22 0.000000e+00 0.0000000000
## CD34 0.000000e+00 0.0000000000
## CEACAM8 0.000000e+00 0.0000000000
## CHI3L1 0.000000e+00 0.0000000000
## CLC 0.000000e+00 0.0000000000
## CLEC10A 0.000000e+00 0.0000000000
## CPA3 0.000000e+00 0.0000000000
## CXCL11 0.000000e+00 0.0000000000
## CXCL13 0.000000e+00 0.0000000000
## CXCL9 0.000000e+00 0.0000000000
## DEFA3 0.000000e+00 0.0000000000
## DEFA4 0.000000e+00 0.0000000000
## EBF1 0.000000e+00 0.0000000000
## ELANE 0.000000e+00 0.0000000000
## F13A1 0.000000e+00 0.0000000000
## FCER1A 0.000000e+00 0.0000000000
## FCER2 0.000000e+00 0.0000000000
## FCN1 0.000000e+00 0.0000000000
## GHR 0.000000e+00 0.0000000000
## IGHD_membrane 0.000000e+00 0.0000000000
## IGHE_secreted 0.000000e+00 0.0000000000
## IGHG1_membrane 0.000000e+00 0.0000000000
## IGHG2_secreted 0.000000e+00 0.0000000000
## IGHG4_secreted 0.000000e+00 0.0000000000
## IGLC3 0.000000e+00 0.0000000000
## IL17A 0.000000e+00 0.0000000000
## IL17F 0.000000e+00 0.0000000000
## IL21 0.000000e+00 0.0000000000
## IL25 0.000000e+00 0.0000000000
## IL31 0.000000e+00 0.0000000000
## IL33 0.000000e+00 0.0000000000
## IL9 0.000000e+00 0.0000000000
## MME 0.000000e+00 0.0000000000
## MMP12 0.000000e+00 0.0000000000
## S100A12 0.000000e+00 0.0000000000
## TCL1A 0.000000e+00 0.0000000000
## TLR8 0.000000e+00 0.0000000000
## TNFRSF17 0.000000e+00 0.0000000000
## VPREB3 0.000000e+00 0.0000000000
## AOC3 3.481288e-05 -0.0037316420
## CMKLR1 2.039816e-03 -0.0030525557
## ARG1 4.612546e-05 -0.0042953678
## CD36 4.612546e-05 -0.0042953678
## CNTNAP3 4.612546e-05 -0.0042953678
## FLT3 4.612546e-05 -0.0042953678
## IGHG1_secreted 4.612546e-05 -0.0042953678
## IGHG3_secreted 4.612546e-05 -0.0042953678
## RNASE2 4.612546e-05 -0.0042953678
## CXCL2 6.313131e-05 -0.0050251891
## MS4A1 6.962576e-05 -0.0051491561
## TREM1 1.502208e-03 0.0025784201
## CCR4 8.093834e-05 -0.0080270098
## IFNA1 8.093834e-05 -0.0080270098
## CD5 2.096438e-03 -0.0049191395
## CD163 1.157512e-04 -0.0095731551
## CD4 9.908595e-04 -0.0032047380
## BTLA 1.383764e-04 -0.0070215889
## CTSG 2.714666e-03 0.0045420147
## CD40 1.007813e-03 -0.0066082582
## MMP9 1.731893e-04 -0.0109810814
## F5 4.621633e-04 0.0036263823
## CR2 1.958884e-04 -0.0123639355
## CD1C 2.428150e-04 -0.0138449664
## CXCL10 5.587245e-04 -0.0126782803
## CXCR2 1.245810e-03 -0.0151274805
## IGHM_membrane 1.246623e-03 -0.0121303866
## MITF 4.273504e-04 -0.0130744090
## JCHAIN 4.904817e-04 -0.0180995981
## CD1A 6.489607e-03 0.0034269269
## IGHM_secreted 5.188931e-04 -0.0256419391
## THBD 5.317891e-04 -0.0192552912
## TLR2 2.067460e-03 -0.0198720076
## TPSAB1 2.725145e-03 -0.0092550513
## VSIG4 1.016578e-03 -0.0099146341
## FAM129C 7.674349e-04 -0.0329666697
## CXCL1 8.547009e-04 -0.0184764534
## ZAP70 7.838640e-02 -0.0736140752
## CD8.SK1.CD8A.AHS0228.pAbO 9.722516e-01 0.0368077482
## PDCD1 2.172620e-03 -0.0146873825
## TNFRSF13C 1.650347e-03 -0.0374960943
## TNFRSF18 4.426353e-02 -0.0456622771
## TOP2A 4.031317e-01 -0.0169420912
## PAX5 1.325510e-02 -0.0210271744
## CCR10 1.366246e-03 -0.0361618131
## LY86 7.094416e-03 -0.0449460681
## CD8B 5.231294e-03 -0.0383470231
## CD27 5.221120e-03 -0.0205567144
## NT5E 4.908897e-03 0.0037431847
## CXCR1 3.116100e-03 -0.0346912508
## FOXP3 3.372746e-02 -0.0439534615
## CD22.CD22.AHS0195.pAbO 8.907745e-01 -0.0267429769
## PECAM1 3.570210e-01 -0.0512948462
## CSF3 3.143734e-03 -0.0376860238
## CMTM2 1.617067e-02 -0.0542914136
## CCR7 6.041597e-03 -0.0562603166
## TGFB3 6.849114e-03 -0.0439928577
## TLR7 4.579451e-03 -0.0144467112
## MKI67 1.831296e-01 -0.0130035758
## CHI3L2 1.661898e-02 -0.0737654065
## CXCR5 1.670528e-02 -0.0170350577
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 1.000000e+00 0.0053965375
## TLR9 6.460070e-03 -0.0496182469
## CD14 1.033207e-02 -0.0671618131
## CD103.ITGAE.AHS0001.pAbO 2.755146e-01 -0.0485036920
## CD95.FAS.AHS0023.pAbO 1.000000e+00 0.0575462110
## IGKC 3.709329e-02 -0.0152563786
## CCR3 1.041005e-02 -0.1005625034
## CCL20 9.102681e-03 -0.0681814631
## CD3.SK7.CD3E.AHS0033.pAbO 5.569261e-01 0.0102764377
## LTB 4.535583e-02 -0.0979966176
## TCF4 2.557145e-02 -0.0795279766
## STAT6 1.512036e-01 -0.1226076494
## CX3CR1 2.955476e-02 -0.1027031480
## CD6 2.891874e-02 -0.0466019624
## RNASE6 3.412868e-02 -0.0943266140
## RGS1 5.202766e-01 -0.0291019892
## NRP1 4.505851e-02 -0.0720036393
## PMCH 5.237563e-02 -0.0713874474
## HLA.DQA1 5.322407e-01 -0.0599784057
## SELL 6.640552e-02 -0.0981719054
## IL15 1.053511e-01 -0.1389050275
## HLA.DPA1 6.962520e-01 -0.0158290078
## FUT4 8.853150e-02 -0.1392452563
## HMMR 1.959239e-01 -0.0319140645
## KLRC4 1.014695e-01 -0.1457007407
## CD28.CD28.2.CD28.AHS0024.pAbO 5.009793e-01 -0.0506957555
## PTGDR2 3.291029e-02 -0.0238835485
## S1PR1 9.220214e-02 -0.1433368112
## IGHA1_secreted 2.379517e-02 -0.1583988828
## SNCA 5.397906e-02 -0.1369509721
## MZB1 4.516127e-01 -0.1036360937
## TNFRSF25 2.180124e-02 -0.1002826488
## ICOS 3.390369e-01 -0.1115299664
## MCM2 4.897912e-01 -0.0949879787
## TNFSF13B 8.401191e-02 -0.1568262908
## THBS1 4.673475e-02 -0.1391386862
## CD1D.CD1D.AHS0219.pAbO 9.722743e-01 -0.0495894126
## RORC 5.527101e-02 -0.0176588324
## BCL11B 1.480904e-01 -0.1222875781
## CD160 4.666594e-02 -0.0942440173
## TNFSF13 9.167059e-02 -0.1697968482
## CD34.581.CD34.AHS0061.pAbO 8.714504e-01 -0.0510176773
## IL9R 6.267844e-02 -0.1559522926
## PTTG2 2.673742e-01 -0.1343626738
## PASK 2.081118e-01 -0.1784163060
## KDELR1 1.401752e-01 -0.1824032213
## IKZF2 7.938679e-02 -0.1871907016
## KLRG1 4.843815e-02 -0.1919881742
## CD79B 6.620889e-02 -0.1752761007
## VEGFA 3.354295e-01 -0.1642111818
## IL7R 5.285897e-02 -0.1785021888
## TSPAN32 1.509755e-01 -0.1887452479
## EOMES 1.412186e-01 -0.1827346850
## ZNF683 1.147256e-01 -0.1447378784
## CCR8 6.335550e-02 -0.1240431647
## CD94.KLRD1.AHS0085.pAbO 9.969161e-01 -0.0131458120
## NCAM1 2.144064e-01 -0.2088354877
## CCR7.CCR7.AHS0273.pAbO 8.641585e-01 -0.0761500154
## FAS 4.498704e-01 -0.1526416782
## ITGAX 8.255357e-01 -0.0910820625
## CD38 1.943268e-01 -0.1822229235
## RORA 1.307019e-01 -0.2379748818
## TNFSF8 1.095097e-01 -0.2302577154
## CX3CR1.CX3CR1.AHS0125.pAbO 7.934224e-01 -0.0943913791
## TMEM97 3.653927e-01 -0.1674811168
## FBXO22 2.741697e-01 -0.2194139111
## CD45RO.PTPRC.AHS0036.pAbO 9.765951e-01 -0.1086920516
## GIMAP7 7.408149e-02 -0.2935092334
## FOXO1 1.380857e-01 -0.2253731378
## IgG.IGHG1_2_3_4.AHS0059.pAbO 9.974194e-01 -0.1322729928
## CD44 8.539753e-01 -0.0806202623
## FOXO3 1.659150e-01 -0.2616996606
## KIR2DL1 6.619875e-01 -0.1019247100
## LEF1 3.962833e-01 -0.1817552955
## OAS1 2.177193e-01 -0.2270365514
## HLA.DMA 5.423897e-01 -0.1618720340
## CD45RA.HI100.PTPRC.AHS0009.pAbO 9.369128e-01 -0.1728883077
## TRAT1 1.716209e-01 -0.2311682226
## CD8A 5.468209e-01 -0.1569959691
## PSEN1 2.578481e-01 -0.2712889572
## HLA.DMB 4.376340e-01 -0.1811804290
## GAB2 2.933339e-01 -0.2664623469
## C10orf54 7.602943e-01 -0.0967652484
## TARP_refseq 8.078719e-01 -0.1068862044
## CD81.CD81.AHS0021.pAbO 1.000000e+00 -0.1536244921
## IL18 1.917466e-01 -0.3124280640
## FAM65B 1.903136e-01 -0.3166855343
## HLA.DQB1 3.847761e-01 -0.2463152020
## CBLB 4.855495e-01 -0.2384636532
## LGALS9 2.764674e-01 -0.3105578617
## CNOT2 6.581248e-01 -0.1576581459
## PRDM1 7.015370e-01 -0.1722917016
## CD33 2.702609e-01 -0.2995988494
## ZBTB16 3.885208e-01 -0.3037692406
## CCR2 1.680768e-01 -0.3860892136
## IL12RB1 4.108958e-01 -0.3028913815
## CXCR6 4.174795e-01 -0.3218624320
## HMGB2 6.318728e-01 -0.2786743932
## ANXA5 9.083471e-01 -0.1919850486
## IL18RAP 5.690470e-01 -0.2889806430
## CD279.EH12.1.PDCD1.AHS0014.pAbO 9.291240e-01 -0.2174880137
## TGFB1 4.798004e-01 -0.3312844995
## DUSP1 3.125525e-01 -0.3825318581
## LGALS3 3.698606e-01 -0.3591569576
## CXCL5 5.250103e-01 -0.3261020686
## GZMH 4.966514e-01 -0.3210954974
## KLRC1 9.572993e-01 -0.1963980740
## PCNA 7.616645e-01 -0.2661422288
## CD161.DX12.KLRB1.AHS0002.pAbO 9.507154e-01 -0.2338897804
## ITGAE 5.467139e-01 -0.3298121773
## CD74 9.892916e-01 -0.2636956236
## IL18R1 5.938380e-01 -0.3145946447
## CD300A 8.262568e-01 -0.2832449328
## GNLY 1.000000e+00 -0.2667595126
## STAT1 5.072262e-01 -0.3780739967
## CTSD 5.781893e-01 -0.3596925086
## CD247 7.183279e-01 -0.2899950702
## VNN2 4.829075e-01 -0.4032552252
## PDIA4 6.360640e-01 -0.3281336316
## ITGA4 4.235575e-01 -0.4444963608
## CD102.ICAM2.AHS0155.pAbO 9.657948e-01 -0.3196846249
## DPP4 5.430014e-01 -0.3936628055
## CD33.WM53.CD33.AHS0044.pAbO 8.670604e-01 -0.3098080191
## FYN 9.634395e-01 -0.2877242959
## NINJ2 6.015288e-01 -0.3649484792
## TRAC 4.805295e-01 -0.4363132835
## STAT3 6.244042e-01 -0.3562099897
## IGBP1 5.799312e-01 -0.3821973594
## ADA 6.513733e-01 -0.3640479636
## IFITM3 7.619882e-01 -0.3567388294
## ITGAM 7.041688e-01 -0.3298311760
## ADGRG3 4.354411e-01 -0.4713396050
## XBP1 9.430109e-01 -0.2907639786
## TIAF1 4.989750e-01 -0.4428102674
## CCR1 4.441285e-01 -0.4599615252
## GZMA 9.993201e-01 -0.3670558845
## ENTPD1 6.066634e-01 -0.4206320969
## PIK3AP1 7.630838e-01 -0.3447307780
## IFNGR1 5.855915e-01 -0.4212977793
## ATF6B 5.986750e-01 -0.4088930505
## FYB 5.107334e-01 -0.4783820578
## CD7 6.742484e-01 -0.4036202642
## ITGB2 9.198481e-01 -0.3292879701
## GLG1 5.256451e-01 -0.5263677872
## KLRF1 7.115921e-01 -0.4513297479
## PDIA6 9.197766e-01 -0.3982211968
## SPOCK2 4.146928e-01 -0.6489452476
## TRDC 9.185853e-01 -0.4340598413
## TRIB2 5.866281e-01 -0.5416415942
## FCGR3A 7.796199e-01 -0.5498844404
## LIPA 6.437398e-01 -0.5021923314
## GAPDH 1.000000e+00 -0.4863072275
## LAP3 8.243162e-01 -0.4194651861
## KIT 5.223998e-01 -0.6712213790
## CST7 9.678875e-01 -0.4558902841
## CD2 9.193545e-01 -0.3828976906
## STAT4 8.745098e-01 -0.4264725529
## CCR5 5.927675e-01 -0.5734065950
## CCL5 9.704373e-01 -0.7278735283
## BTG1 9.946816e-01 -0.5346693311
## LYN 7.951053e-01 -0.4806849195
## APOBEC3G 9.890948e-01 -0.5163155722
## CD52 9.984633e-01 -0.6120210277
## LGALS1 9.999369e-01 -0.5608960825
## CCR6 4.750225e-01 -0.7018804629
## LAT 6.222645e-01 -0.6077322482
## IFITM2 9.039235e-01 -0.5326416699
## GZMK 8.126054e-01 -0.6107308596
## CXCR3 8.975353e-01 -0.5293440756
## BCL2 7.043042e-01 -0.5873439492
## TNFSF10 9.895011e-01 -0.5683404076
## CD244 7.414022e-01 -0.6103352438
## GNAI2 8.196707e-01 -0.5681785997
## RPN2 9.440500e-01 -0.5265103418
## GIMAP5 5.781565e-01 -0.7484783549
## IL32 9.925622e-01 -0.5583236620
## IKZF1 7.595690e-01 -0.6750211596
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 9.677937e-01 -0.7870040964
## S100A10 9.844246e-01 -0.6109537548
## VPS28 7.941748e-01 -0.6464956539
## ITGAL 8.658013e-01 -0.6514682560
## NCR3 8.996559e-01 -0.6501001248
## GIMAP2 5.813914e-01 -0.8099209523
## CASP5 7.888598e-01 -0.6838186085
## IL4R 9.657233e-01 -0.6592310916
## LAT2 8.386672e-01 -0.7079830520
## IL23R 8.064462e-01 -0.7252931137
## CASP3 8.693398e-01 -0.6915365336
## LCK 9.595136e-01 -0.7161819286
## CD48 9.942790e-01 -0.7231817615
## KLRK1 9.434556e-01 -0.7413971754
## IL2RB 9.997465e-01 -0.9067156720
## CD3E 9.784496e-01 -0.8224718156
## NKG7 9.978171e-01 -1.0107706370
## PIK3IP1 5.993391e-01 -1.2024332247
## FCER1G 9.972820e-01 -0.8676046723
## RUNX3 9.882066e-01 -0.8523239041
## CCND2 9.951913e-01 -0.8761899520
## BIN2 8.937992e-01 -0.8836547437
## CD335.NCR1.AHS0068.pAbO 9.981583e-01 -0.9589536772
## PTPRC 9.829603e-01 -0.8725563886
## KLRB1 9.314236e-01 -1.0110267763
## BAX 9.316369e-01 -0.9017668818
## CTSW 9.998737e-01 -0.9611090773
## TXK 8.633088e-01 -1.0197616055
## DOCK8 9.334673e-01 -0.9179153140
## CD37 9.546738e-01 -1.0019923018
## TRBC2 9.978321e-01 -0.9675297690
## LAMP1 9.799937e-01 -0.9665510504
## ARL4C 8.847746e-01 -1.0587757233
## PRF1 9.999539e-01 -1.0422149446
## CXCR4 8.309952e-01 -1.6816815708
## CD63 9.997645e-01 -1.2298561466
## HLA.A 1.000000e+00 -1.2603895138
## HLA.C 1.000000e+00 -1.3159654896
## SELPLG 9.737894e-01 -1.6591292809
## min.logFC.cohen median.logFC.cohen
## CSF2 1.819825823 2.3574163714
## CCL4 0.297305824 2.5641272245
## EGR3 0.846412927 1.5150091574
## XCL1 0.890245878 1.3770304649
## CCL3 0.173292396 1.3326757325
## DUSP2 0.132807153 1.3618380051
## IER3 0.747187813 1.1908990197
## ICAM1 0.712707073 1.1431973386
## TNF 0.784960004 0.9755788174
## IFNG 0.929181510 1.0775017690
## BCL2A1 0.506718472 1.0703928878
## MYC 0.534917937 0.9370307983
## CCL1 0.882337448 1.1233187384
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 0.319541058 0.9363541081
## GZMB 0.280535403 0.7161119881
## IRF8 0.103074061 0.6643295004
## NAMPT 0.381718515 0.6381921010
## CD4.SK3.CD4.AHS0032.pAbO 0.250710097 0.6175113472
## BIRC3 0.306076243 0.7132473650
## CD18.ITGB2.AHS0091.pAbO -0.193676131 0.1930343047
## TBX21 0.143833404 0.5441483723
## CD2.CD2.AHS0029.pAbO 0.273924897 0.3661569538
## EGR1 0.208627453 0.7146653235
## SEMA7A 0.060067425 0.5939861746
## LTA 0.199822463 0.5223393429
## CD69.CD69.AHS0010.pAbO -0.042395405 0.2867400215
## FOSB 0.131473108 0.5117181004
## FN1 0.123909176 0.4247374811
## CD19.SJ25C1.CD19.AHS0030.pAbO 0.210500545 0.3769962658
## IRF4 0.182691612 0.3250510705
## CD70 -0.224829462 0.2170809963
## FASLG -0.058126857 0.3657836828
## ZBED2 0.367645779 0.4640015692
## CD26.DPP4.AHS0109.pAbO -0.197153395 0.3880985016
## CD38.HIT2.CD38.AHS0022.pAbO 0.029113769 0.1147799627
## IL2RA -0.226531928 0.3422032809
## LIF -0.374717180 0.4399587986
## CD226.CD226.AHS0079.pAbO -0.340323648 0.5135170644
## CD69 -0.022546655 0.4706997919
## TNFRSF8 -0.361010486 0.4330184818
## Tim3.HAVCR2.AHS0016.pAbO -0.233391328 0.1793558567
## TNFSF14 0.125636437 0.3360709126
## IL13 0.245356466 0.4113529100
## LAIR2 -0.057483935 0.2467269084
## JUNB 0.054928146 0.2576687588
## FOSL1 0.177661348 0.3762956817
## ITK 0.094093266 0.2163343980
## BACH2 0.119651046 0.2147265396
## TNFRSF1B -0.300222540 0.2179137489
## STAT5A 0.157830318 0.2279061096
## CD80 0.057902448 0.1656575329
## CD39.ENTPD1.AHS0006.pAbO -0.876596651 0.3703783897
## CD7.CD7.AHS0043.pAbO -0.231559670 0.2214157512
## CD152.CTLA4.AHS0017.pAbO -0.473458586 0.2805853553
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO -0.503662222 0.2856211046
## JUN -0.092557365 0.1065778359
## IL12RB2 -0.552196096 -0.0707073952
## YBX3 -0.170289116 0.0400089596
## IL1RN 0.018378984 0.2703940811
## HLA.DRA -0.540443480 0.1972412990
## HLA.DRB3 -0.394958529 0.1044379639
## IL3RA -0.059602104 0.0873847867
## DUSP4 -0.548019768 0.1559293168
## IL3 0.195563883 0.2831516234
## KLRC3 -0.125360581 -0.0573981168
## FTH1 -0.093946427 0.0353499868
## IgM.IGHM.AHS0198.pAbO 0.007585618 0.1028125187
## PYCR1 -0.444293053 0.0686945822
## CD25.2A3.IL2RA.AHS0026.pAbO -0.507710528 0.0191138834
## CLEC2D -0.082801529 0.0155173162
## TK1 -1.493211258 0.5837068658
## CD72 -0.079007792 0.0936562862
## UBE2C -1.340235727 0.4711267643
## CD274 -0.031832547 0.1139335974
## TIGIT -0.754483490 -0.0421904120
## TNFRSF9 -0.004613512 0.1570680216
## CD14.MPHIP9.CD14.AHS0037.pAbO -0.130967386 0.0722686263
## CD9 -0.261251828 0.0665778975
## HLA.DPB1 -0.542549078 -0.0072429977
## IL15RA -0.307358640 -0.0628166723
## TYMS -1.755309152 0.4951452966
## GATA3 -0.027953029 0.0258804826
## CTLA4 -0.020677600 0.0488376499
## CD314.KLRK1.AHS0065.pAbO -0.379125403 -0.0821333427
## CD3D -0.088355166 0.0382586053
## LAMP3 -0.048870182 0.0745063516
## KIAA0101 -1.833373232 0.5574458332
## AIM2 -0.030365697 0.0373715383
## CCNB1 -1.054944173 0.3153194478
## IL1B 0.076633811 0.1240139289
## IER5 -0.068072279 -0.0264170402
## POU2AF1 0.108797796 0.1330626756
## CD27.L128.CD27.AHS0249.pAbO -0.106361088 -0.0407143846
## CD40LG -0.522154547 0.1852435908
## AURKB -1.482922061 0.3879829522
## CXCL16 -0.087456115 0.0160328772
## FOXP1 -0.164191028 -0.1458251015
## TCF7 -0.081216447 0.0184717763
## IL4 0.037810275 0.0906721633
## CD40.CD40.AHS0117.pAbO -0.052851063 0.0051827626
## B3GAT1 -0.011866701 0.0145320141
## CXCL8 -0.011560121 0.0777930154
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO -0.289998567 0.0791179915
## TNFRSF4 -0.087595133 0.0208272973
## MCM4 -0.892710659 0.1614379640
## IL1RL1 -0.245150307 -0.0340704072
## IL6 -0.076290874 0.0155758599
## CD5.UCHT2.CD5.AHS0047.pAbO -0.107813081 -0.0435042613
## SLAMF1 -0.023812721 -0.0059127657
## CD86 -0.482082466 -0.0005325865
## CD200 0.067076830 0.0763120560
## LILRB4 -0.039615164 0.0668937822
## LAG3 -0.222017158 -0.0564732533
## IL6R 0.011457976 0.0660726676
## TGFBI -0.042741052 -0.0211911566
## QPCT -0.241305433 0.0076550781
## IL2 0.034368110 0.0461784914
## HAVCR2 -0.531175201 -0.0206263704
## CD79A -0.006651584 0.0076117822
## MGST1 -0.375692598 0.1025377094
## SLC25A37 -0.153811206 -0.0252007021
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO -0.174221352 -0.0032580218
## CD215.IL15RA.AHS0212.pAbO -0.329448849 -0.0298282273
## ADGRE1 -0.046752285 0.0008349028
## CD3G -0.028877679 0.0110755339
## SLC7A7 -0.006435236 0.0151675309
## CLEC4D 0.013754700 0.0441716839
## IL12A -0.014882541 0.0033256231
## CCL22 0.022938169 0.0436897909
## IL1R2 0.040914911 0.0409149111
## S100A9 -0.016337898 0.0008697612
## IL5 -0.001351198 0.0463210550
## BCL6 -0.057248143 -0.0334684657
## VMO1 -0.026550581 -0.0158867216
## CD127.IL7R.AHS0028.pAbO -0.386905085 -0.0594109285
## CCL2 -0.013011795 0.0158642594
## EPX 0.023904572 0.0239045722
## IL22 0.023904572 0.0239045722
## LRRC32 0.023904572 0.0239045722
## CXCL3 0.016472833 0.0239045722
## SPP1 0.008951106 0.0239045722
## CLEC4E -0.017863904 0.0239045722
## PI3 -0.009628117 0.0239045722
## CD24 -0.032967643 -0.0136166399
## KCNE3 -0.028506662 0.0239045722
## CD28 -0.035147401 0.0130427137
## GZMM -0.039027925 0.0030531500
## ALAS2 0.000000000 0.0000000000
## APOE 0.000000000 0.0000000000
## AQP9 0.000000000 0.0000000000
## AZU1 0.000000000 0.0000000000
## BLK 0.000000000 0.0000000000
## BLNK 0.000000000 0.0000000000
## BPI 0.000000000 0.0000000000
## C1QA 0.000000000 0.0000000000
## C1QB 0.000000000 0.0000000000
## CCL13 0.000000000 0.0000000000
## CCL17 0.000000000 0.0000000000
## CCL19 0.000000000 0.0000000000
## CCR9 0.000000000 0.0000000000
## CD1B 0.000000000 0.0000000000
## CD209 0.000000000 0.0000000000
## CD22 0.000000000 0.0000000000
## CD34 0.000000000 0.0000000000
## CEACAM8 0.000000000 0.0000000000
## CHI3L1 0.000000000 0.0000000000
## CLC 0.000000000 0.0000000000
## CLEC10A 0.000000000 0.0000000000
## CPA3 0.000000000 0.0000000000
## CXCL11 0.000000000 0.0000000000
## CXCL13 0.000000000 0.0000000000
## CXCL9 0.000000000 0.0000000000
## DEFA3 0.000000000 0.0000000000
## DEFA4 0.000000000 0.0000000000
## EBF1 0.000000000 0.0000000000
## ELANE 0.000000000 0.0000000000
## F13A1 0.000000000 0.0000000000
## FCER1A 0.000000000 0.0000000000
## FCER2 0.000000000 0.0000000000
## FCN1 0.000000000 0.0000000000
## GHR 0.000000000 0.0000000000
## IGHD_membrane 0.000000000 0.0000000000
## IGHE_secreted 0.000000000 0.0000000000
## IGHG1_membrane 0.000000000 0.0000000000
## IGHG2_secreted 0.000000000 0.0000000000
## IGHG4_secreted 0.000000000 0.0000000000
## IGLC3 0.000000000 0.0000000000
## IL17A 0.000000000 0.0000000000
## IL17F 0.000000000 0.0000000000
## IL21 0.000000000 0.0000000000
## IL25 0.000000000 0.0000000000
## IL31 0.000000000 0.0000000000
## IL33 0.000000000 0.0000000000
## IL9 0.000000000 0.0000000000
## MME 0.000000000 0.0000000000
## MMP12 0.000000000 0.0000000000
## S100A12 0.000000000 0.0000000000
## TCL1A 0.000000000 0.0000000000
## TLR8 0.000000000 0.0000000000
## TNFRSF17 0.000000000 0.0000000000
## VPREB3 0.000000000 0.0000000000
## AOC3 -0.018658210 0.0000000000
## CMKLR1 -0.082703694 0.0031551462
## ARG1 -0.021476839 0.0000000000
## CD36 -0.021476839 0.0000000000
## CNTNAP3 -0.021476839 0.0000000000
## FLT3 -0.021476839 0.0000000000
## IGHG1_secreted -0.021476839 0.0000000000
## IGHG3_secreted -0.021476839 0.0000000000
## RNASE2 -0.021476839 0.0000000000
## CXCL2 -0.025125945 0.0000000000
## MS4A1 -0.025745780 0.0000000000
## TREM1 -0.062377713 -0.0083004023
## CCR4 -0.021476839 0.0000000000
## IFNA1 -0.021476839 0.0000000000
## CD5 -0.078299372 -0.0154227322
## CD163 -0.026388937 0.0000000000
## CD4 -0.033744864 -0.0190268878
## BTLA -0.035107945 0.0000000000
## CTSG -0.087140018 0.0315360747
## CD40 -0.052026775 -0.0080300884
## MMP9 -0.036247197 0.0000000000
## F5 -0.057378908 0.0239045722
## CR2 -0.035515966 0.0000000000
## CD1C -0.037166333 0.0000000000
## CXCL10 -0.047268123 -0.0029438724
## CXCR2 -0.046687576 -0.0195005619
## IGHM_membrane -0.046804586 -0.0285984026
## MITF -0.065372045 0.0000000000
## JCHAIN -0.065372045 0.0000000000
## CD1A -0.116728040 0.0393865031
## IGHM_secreted -0.046452378 -0.0251259454
## THBD -0.065372045 0.0000000000
## TLR2 -0.096493036 -0.0149989020
## TPSAB1 -0.121840130 0.0043341683
## VSIG4 -0.083466222 -0.0067604184
## FAM129C -0.065372045 -0.0352600822
## CXCL1 -0.092382267 0.0000000000
## ZAP70 -0.161975343 -0.0757729178
## CD8.SK1.CD8A.AHS0228.pAbO -0.677084260 -0.1010035612
## PDCD1 -0.088439515 -0.0315916595
## TNFRSF13C -0.084272587 -0.0301839570
## TNFRSF18 -0.314276398 -0.0091324698
## TOP2A -1.647001257 0.4143664356
## PAX5 -0.142285943 -0.0155319147
## CCR10 -0.089508150 -0.0259231270
## LY86 -0.075704968 -0.0521516084
## CD8B -0.106306640 -0.0602975057
## CD27 -0.129511794 -0.0069313409
## NT5E -0.167241818 0.0429911942
## CXCR1 -0.099314271 -0.0747790877
## FOXP3 -0.215958952 -0.0389698819
## CD22.CD22.AHS0195.pAbO -0.378235790 -0.0166221912
## PECAM1 -0.764957530 -0.0375048319
## CSF3 -0.153655894 -0.0199494203
## CMTM2 -0.120172876 -0.0244605399
## CCR7 -0.113980235 -0.0420492309
## TGFB3 -0.111342181 -0.0524998375
## TLR7 -0.186185319 0.0222071260
## MKI67 -1.063310718 0.2802996429
## CHI3L2 -0.118254617 -0.0621817311
## CXCR5 -0.287983425 0.0033309173
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO -0.709345362 -0.0667522214
## TLR9 -0.144711320 -0.0237880548
## CD14 -0.129041956 -0.0575138511
## CD103.ITGAE.AHS0001.pAbO -0.204682660 -0.0279120769
## CD95.FAS.AHS0023.pAbO -0.258997800 0.0463328686
## IGKC -0.371878178 0.0520127548
## CCR3 -0.167794207 -0.0938931171
## CCL20 -0.251962117 -0.0330945192
## CD3.SK7.CD3E.AHS0033.pAbO -0.017970727 0.0068943459
## LTB -0.196831749 -0.0970194936
## TCF4 -0.262108846 -0.0341890273
## STAT6 -0.211494876 -0.1289653454
## CX3CR1 -0.170948714 -0.1016582236
## CD6 -0.232098455 -0.0260545784
## RNASE6 -0.180157822 -0.1364720223
## RGS1 -0.509326546 0.0288785242
## NRP1 -0.277355073 -0.0890632130
## PMCH -0.311756421 -0.0887989466
## HLA.DQA1 -0.910867791 -0.3161245345
## SELL -0.255580729 -0.1698387516
## IL15 -0.214031644 -0.1179529166
## HLA.DPA1 -0.563585143 0.0195038864
## FUT4 -0.199753673 -0.1125026220
## HMMR -1.193947443 0.2785996613
## KLRC4 -0.284445399 -0.1554152992
## CD28.CD28.2.CD28.AHS0024.pAbO -0.192750286 -0.0140451826
## PTGDR2 -0.455363161 0.0668949901
## S1PR1 -0.256408903 -0.1939598222
## IGHA1_secreted -0.238816396 -0.1439598691
## SNCA -0.230533698 -0.1809320998
## MZB1 -0.479678285 -0.0424139027
## TNFRSF25 -0.424560617 -0.0369867812
## ICOS -0.374739223 -0.1160920687
## MCM2 -0.882904336 0.0756685877
## TNFSF13B -0.331409758 -0.1493368337
## THBS1 -0.286327919 -0.1149336125
## CD1D.CD1D.AHS0219.pAbO -0.330984564 -0.0831857399
## RORC -0.631077658 0.1077434973
## BCL11B -0.347169733 -0.1947556800
## CD160 -0.340006132 -0.0896245856
## TNFSF13 -0.242602534 -0.1468192241
## CD34.581.CD34.AHS0061.pAbO -0.332439389 -0.0385721011
## IL9R -0.370909566 -0.1319548412
## PTTG2 -0.892818197 0.0235690371
## PASK -0.528253438 -0.1027724425
## KDELR1 -0.331228747 -0.1954174627
## IKZF2 -0.393519086 -0.1713941432
## KLRG1 -0.344433291 -0.2133353388
## CD79B -0.428056419 -0.1928050907
## VEGFA -0.642196185 -0.0959456719
## IL7R -0.366856017 -0.1962234062
## TSPAN32 -0.313204446 -0.2544857630
## EOMES -0.406899940 -0.2322832650
## ZNF683 -0.633835715 -0.1061450386
## CCR8 -0.621450265 -0.0862103230
## CD94.KLRD1.AHS0085.pAbO -0.754078468 -0.4128960818
## NCAM1 -0.438482572 -0.2163573045
## CCR7.CCR7.AHS0273.pAbO -0.277279714 -0.0399315011
## FAS -0.353051703 -0.0682943056
## ITGAX -1.365177255 0.0720676889
## CD38 -0.527951808 -0.1239544605
## RORA -0.465433575 -0.2707436177
## TNFSF8 -0.549564431 -0.1660649850
## CX3CR1.CX3CR1.AHS0125.pAbO -0.261475989 -0.0815880606
## TMEM97 -0.807293686 -0.0568658401
## FBXO22 -0.431943394 -0.2536415975
## CD45RO.PTPRC.AHS0036.pAbO -0.325391199 -0.1527093019
## GIMAP7 -0.369122168 -0.3211154299
## FOXO1 -0.515305474 -0.1459661723
## IgG.IGHG1_2_3_4.AHS0059.pAbO -0.876539078 -0.0414997314
## CD44 -0.429426667 0.0029543983
## FOXO3 -0.315403952 -0.2538129208
## KIR2DL1 -0.726144461 -0.2762288768
## LEF1 -0.702748716 -0.2195960846
## OAS1 -0.543483107 -0.1896424221
## HLA.DMA -0.449594381 -0.1969907964
## CD45RA.HI100.PTPRC.AHS0009.pAbO -0.557691877 -0.2734018154
## TRAT1 -0.568430705 -0.2032535060
## CD8A -0.875683623 -0.3183911423
## PSEN1 -0.353515477 -0.2543416840
## HLA.DMB -0.437226681 -0.3374349157
## GAB2 -0.362283513 -0.3439214713
## C10orf54 -0.346221637 -0.1075006979
## TARP_refseq -0.342725418 -0.1344794313
## CD81.CD81.AHS0021.pAbO -0.558025690 -0.3828541389
## IL18 -0.546427275 -0.3024993737
## FAM65B -0.417654825 -0.3439770696
## HLA.DQB1 -0.807671873 -0.5355991720
## CBLB -0.463639783 -0.2670807671
## LGALS9 -0.626744734 -0.2986047348
## CNOT2 -0.241253046 -0.1455476955
## PRDM1 -0.539172106 -0.0452017265
## CD33 -1.065445102 -0.2200032141
## ZBTB16 -0.529456713 -0.2076276390
## CCR2 -0.569584923 -0.3587680072
## IL12RB1 -0.577448789 -0.2674613559
## CXCR6 -0.586036812 -0.2965050312
## HMGB2 -1.971222957 0.0399199396
## ANXA5 -0.755182565 0.0707266542
## IL18RAP -0.468299010 -0.2535178858
## CD279.EH12.1.PDCD1.AHS0014.pAbO -0.633021245 -0.2029259148
## TGFB1 -0.564242954 -0.3371505428
## DUSP1 -0.677027559 -0.2422669353
## LGALS3 -1.328355654 -0.1159457897
## CXCL5 -0.426455184 -0.3768830817
## GZMH -0.872087671 -0.4707371958
## KLRC1 -0.575127469 -0.2026556527
## PCNA -1.388420106 -0.1095432758
## CD161.DX12.KLRB1.AHS0002.pAbO -0.792125375 -0.2822952034
## ITGAE -0.885317647 -0.2914940883
## CD74 -0.786841940 -0.4935294948
## IL18R1 -0.615530716 -0.2166755702
## CD300A -1.304025478 -0.0579809268
## GNLY -0.839860794 -0.3805334340
## STAT1 -0.824845710 -0.4399846633
## CTSD -0.550231621 -0.3586944533
## CD247 -0.859875536 -0.4884177183
## VNN2 -0.687519633 -0.2812627175
## PDIA4 -0.640541248 -0.4133147170
## ITGA4 -0.700429776 -0.4741953094
## CD102.ICAM2.AHS0155.pAbO -0.936204642 -0.2563674172
## DPP4 -0.780558974 -0.3135382776
## CD33.WM53.CD33.AHS0044.pAbO -1.069703439 -0.3562651179
## FYN -0.651691793 -0.3539217950
## NINJ2 -0.716638346 -0.3959471241
## TRAC -0.866621232 -0.4745742496
## STAT3 -0.579523493 -0.3021034038
## IGBP1 -0.470647254 -0.3791006124
## ADA -0.715727737 -0.2781614821
## IFITM3 -1.185376690 -0.4870900572
## ITGAM -0.606949809 -0.3518624473
## ADGRG3 -0.798987141 -0.4030893193
## XBP1 -0.655354688 -0.1720024227
## TIAF1 -0.689910901 -0.4503355722
## CCR1 -1.028284971 -0.4151903032
## GZMA -1.119227628 -0.6525496684
## ENTPD1 -0.926608625 -0.3260054587
## PIK3AP1 -0.596307162 -0.3241041431
## IFNGR1 -0.534676110 -0.3984004077
## ATF6B -0.520813606 -0.4576661530
## FYB -0.937475605 -0.3177448352
## CD7 -0.720489403 -0.3350920353
## ITGB2 -1.236635607 -0.5968318057
## GLG1 -1.049073175 -0.5015034501
## KLRF1 -1.194808703 -0.6986519544
## PDIA6 -1.007494599 -0.4346089757
## SPOCK2 -1.217884960 -0.4440217463
## TRDC -1.007165913 -0.3822447356
## TRIB2 -1.083871560 -0.3262805334
## FCGR3A -1.778804935 -0.5215322013
## LIPA -0.924066294 -0.4053907636
## GAPDH -1.203835061 -0.3554007471
## LAP3 -0.727796807 -0.4968618184
## KIT -1.951091181 -0.4012722372
## CST7 -0.972527719 -0.6389036824
## CD2 -0.928020195 -0.4974959157
## STAT4 -0.726265204 -0.4108920567
## CCR5 -1.046490862 -0.5696370588
## CCL5 -2.559739029 -0.1686784751
## BTG1 -1.547067232 -0.3560730581
## LYN -0.842611983 -0.4805160704
## APOBEC3G -1.134670658 -0.6329434515
## CD52 -2.040555552 -0.0765195205
## LGALS1 -1.375986359 -0.5729409712
## CCR6 -1.208736929 -0.6276355382
## LAT -0.828917792 -0.6012762382
## IFITM2 -1.131894300 -0.6827752237
## GZMK -1.868969499 -0.7366197075
## CXCR3 -0.957876515 -0.6992933008
## BCL2 -0.974485335 -0.6689668889
## TNFSF10 -1.205040494 -0.4825002040
## CD244 -0.877076639 -0.6288444066
## GNAI2 -1.033956313 -0.6495682960
## RPN2 -0.887697094 -0.6125970986
## GIMAP5 -1.313573284 -0.6358238575
## IL32 -1.665080171 -0.4578002212
## IKZF1 -1.227843144 -0.6690774356
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -1.770263542 -0.7035745502
## S100A10 -1.072326542 -0.4759429019
## VPS28 -0.790298022 -0.6557788930
## ITGAL -1.241644225 -0.6067528525
## NCR3 -0.971776858 -0.8727902972
## GIMAP2 -0.950232836 -0.8790058663
## CASP5 -1.058737459 -0.6184488596
## IL4R -0.885411526 -0.8320050634
## LAT2 -1.128223994 -0.7252913956
## IL23R -1.165465180 -0.7147438700
## CASP3 -0.980957715 -0.7169478016
## LCK -1.067481519 -0.9126727283
## CD48 -0.997720106 -0.7511251914
## KLRK1 -0.930755258 -0.7674420419
## IL2RB -1.909052390 -0.7305511069
## CD3E -1.394250124 -0.6884185236
## NKG7 -2.059685137 -1.2159731531
## PIK3IP1 -2.762929149 -0.8269321508
## FCER1G -1.588671064 -0.7523518780
## RUNX3 -1.159243198 -0.8453159125
## CCND2 -1.210330739 -0.9571997295
## BIN2 -1.077338908 -0.9805766940
## CD335.NCR1.AHS0068.pAbO -1.471438215 -0.8247138449
## PTPRC -1.190487287 -0.7774022514
## KLRB1 -1.848893216 -0.8336835018
## BAX -1.085582686 -0.9820050784
## CTSW -1.800840646 -0.9043088657
## TXK -1.627445912 -0.7750083411
## DOCK8 -1.178481308 -0.8811755954
## CD37 -1.810969110 -1.0274842595
## TRBC2 -1.194957232 -1.0622890623
## LAMP1 -1.267846035 -1.0687549778
## ARL4C -1.432157348 -0.9974883692
## PRF1 -1.719748874 -0.9958390562
## CXCR4 -4.013153622 -1.4946551148
## CD63 -2.131461433 -1.0075025621
## HLA.A -1.962161769 -1.1285678627
## HLA.C -1.862826074 -1.2867111705
## SELPLG -2.569255727 -1.6367714502
## max.logFC.cohen rank.logFC.cohen
## CSF2 2.846188e+00 1
## CCL4 4.214568e+00 1
## EGR3 1.950249e+00 3
## XCL1 1.733083e+00 4
## CCL3 2.571968e+00 3
## DUSP2 2.235340e+00 3
## IER3 1.574961e+00 3
## ICAM1 1.366224e+00 8
## TNF 1.526587e+00 6
## IFNG 1.130435e+00 4
## BCL2A1 1.368089e+00 11
## MYC 1.444799e+00 7
## CCL1 1.174586e+00 2
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1.424236e+00 9
## GZMB 1.183151e+00 9
## IRF8 1.295451e+00 12
## NAMPT 1.079475e+00 16
## CD4.SK3.CD4.AHS0032.pAbO 9.303296e-01 19
## BIRC3 1.376810e+00 8
## CD18.ITGB2.AHS0091.pAbO 2.827808e+00 2
## TBX21 1.135705e+00 18
## CD2.CD2.AHS0029.pAbO 1.107885e+00 20
## EGR1 9.173799e-01 16
## SEMA7A 8.005969e-01 19
## LTA 7.246923e-01 24
## CD69.CD69.AHS0010.pAbO 1.257419e+00 10
## FOSB 5.702981e-01 22
## FN1 7.659871e-01 13
## CD19.SJ25C1.CD19.AHS0030.pAbO 6.957496e-01 39
## IRF4 7.028122e-01 28
## CD70 1.038416e+00 17
## FASLG 7.875463e-01 31
## ZBED2 5.894555e-01 27
## CD26.DPP4.AHS0109.pAbO 8.447741e-01 21
## CD38.HIT2.CD38.AHS0022.pAbO 1.635650e+00 8
## IL2RA 1.108178e+00 15
## LIF 9.276533e-01 11
## CD226.CD226.AHS0079.pAbO 8.202284e-01 7
## CD69 7.842230e-01 20
## TNFRSF8 7.314350e-01 12
## Tim3.HAVCR2.AHS0016.pAbO 8.812891e-01 21
## TNFSF14 4.350313e-01 34
## IL13 5.269556e-01 31
## LAIR2 5.145082e-01 48
## JUNB 4.180575e-01 43
## FOSL1 5.037966e-01 30
## ITK 4.586673e-01 28
## BACH2 3.119745e-01 45
## TNFRSF1B 5.526778e-01 35
## STAT5A 3.226283e-01 45
## CD80 2.994507e-01 56
## CD39.ENTPD1.AHS0006.pAbO 7.404454e-01 26
## CD7.CD7.AHS0043.pAbO 5.499024e-01 35
## CD152.CTLA4.AHS0017.pAbO 3.456062e-01 41
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 4.489575e-01 26
## JUN 2.150871e-01 80
## IL12RB2 1.171344e+00 16
## YBX3 4.564641e-01 60
## IL1RN 3.259729e-01 42
## HLA.DRA 6.800939e-01 36
## HLA.DRB3 6.512729e-01 42
## IL3RA 2.891584e-01 61
## DUSP4 5.416148e-01 39
## IL3 2.869339e-01 39
## KLRC3 4.519413e-01 62
## FTH1 1.668776e-01 88
## IgM.IGHM.AHS0198.pAbO 1.326278e-01 62
## PYCR1 3.788177e-01 46
## CD25.2A3.IL2RA.AHS0026.pAbO 4.738785e-01 44
## CLEC2D 2.067737e-01 81
## TK1 6.641248e-01 14
## CD72 1.705862e-01 66
## UBE2C 5.419119e-01 20
## CD274 1.413026e-01 69
## TIGIT 9.251985e-01 25
## TNFRSF9 2.643808e-01 63
## CD14.MPHIP9.CD14.AHS0037.pAbO 1.375719e-01 65
## CD9 1.838094e-01 68
## HLA.DPB1 5.213905e-01 55
## IL15RA 9.903722e-02 110
## TYMS 7.049038e-01 17
## GATA3 5.805286e-02 123
## CTLA4 1.752368e-01 85
## CD314.KLRK1.AHS0065.pAbO 7.863571e-01 24
## CD3D 1.119145e-01 73
## LAMP3 1.271097e-01 88
## KIAA0101 6.947105e-01 18
## AIM2 1.141953e-01 92
## CCNB1 4.243061e-01 29
## IL1B 1.429454e-01 59
## IER5 3.367187e-03 164
## POU2AF1 1.395036e-01 60
## CD27.L128.CD27.AHS0249.pAbO 1.053391e-01 96
## CD40LG 2.873682e-01 51
## AURKB 4.936247e-01 24
## CXCL16 4.886753e-02 108
## FOXP1 5.732662e-02 117
## TCF7 1.102574e-01 77
## IL4 1.017932e-01 68
## CD40.CD40.AHS0117.pAbO 5.781101e-03 119
## B3GAT1 1.175460e-01 80
## CXCL8 9.887901e-02 71
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 1.511641e-01 70
## TNFRSF4 4.976190e-02 106
## MCM4 4.584420e-01 42
## IL1RL1 2.949421e-01 72
## IL6 1.034559e-01 110
## CD5.UCHT2.CD5.AHS0047.pAbO 1.621954e-01 74
## SLAMF1 9.315195e-02 114
## CD86 2.270855e-01 77
## CD200 7.631206e-02 76
## LILRB4 8.172001e-02 91
## LAG3 2.085542e-01 86
## IL6R 7.761114e-02 79
## TGFBI 1.897106e-02 166
## QPCT 1.383714e-01 99
## IL2 6.765591e-02 82
## HAVCR2 6.764424e-01 41
## CD79A 2.808843e-02 96
## MGST1 2.047161e-01 76
## SLC25A37 7.018424e-02 108
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 7.081203e-02 106
## CD215.IL15RA.AHS0212.pAbO 3.635673e-01 39
## ADGRE1 9.186954e-02 111
## CD3G 7.653956e-02 114
## SLC7A7 3.619448e-02 110
## CLEC4D 4.417168e-02 87
## IL12A 5.711005e-02 123
## CCL22 4.368979e-02 88
## IL1R2 4.091491e-02 90
## S100A9 5.521976e-02 118
## IL5 4.632106e-02 124
## BCL6 5.111666e-05 178
## VMO1 2.194853e-02 152
## CD127.IL7R.AHS0028.pAbO 3.313690e-01 43
## CCL2 3.382366e-02 134
## EPX 2.390457e-02 100
## IL22 2.390457e-02 97
## LRRC32 2.390457e-02 97
## CXCL3 2.390457e-02 100
## SPP1 2.390457e-02 100
## CLEC4E 2.390457e-02 145
## PI3 2.390457e-02 145
## CD24 2.808999e-02 150
## KCNE3 2.390457e-02 100
## CD28 4.055076e-02 112
## GZMM 4.084182e-02 115
## ALAS2 0.000000e+00 126
## APOE 0.000000e+00 126
## AQP9 0.000000e+00 126
## AZU1 0.000000e+00 126
## BLK 0.000000e+00 126
## BLNK 0.000000e+00 126
## BPI 0.000000e+00 126
## C1QA 0.000000e+00 126
## C1QB 0.000000e+00 126
## CCL13 0.000000e+00 126
## CCL17 0.000000e+00 126
## CCL19 0.000000e+00 126
## CCR9 0.000000e+00 126
## CD1B 0.000000e+00 126
## CD209 0.000000e+00 126
## CD22 0.000000e+00 126
## CD34 0.000000e+00 126
## CEACAM8 0.000000e+00 126
## CHI3L1 0.000000e+00 126
## CLC 0.000000e+00 126
## CLEC10A 0.000000e+00 126
## CPA3 0.000000e+00 126
## CXCL11 0.000000e+00 126
## CXCL13 0.000000e+00 126
## CXCL9 0.000000e+00 126
## DEFA3 0.000000e+00 126
## DEFA4 0.000000e+00 126
## EBF1 0.000000e+00 126
## ELANE 0.000000e+00 126
## F13A1 0.000000e+00 126
## FCER1A 0.000000e+00 126
## FCER2 0.000000e+00 126
## FCN1 0.000000e+00 126
## GHR 0.000000e+00 126
## IGHD_membrane 0.000000e+00 126
## IGHE_secreted 0.000000e+00 126
## IGHG1_membrane 0.000000e+00 126
## IGHG2_secreted 0.000000e+00 126
## IGHG4_secreted 0.000000e+00 126
## IGLC3 0.000000e+00 126
## IL17A 0.000000e+00 126
## IL17F 0.000000e+00 126
## IL21 0.000000e+00 126
## IL25 0.000000e+00 126
## IL31 0.000000e+00 126
## IL33 0.000000e+00 126
## IL9 0.000000e+00 126
## MME 0.000000e+00 126
## MMP12 0.000000e+00 126
## S100A12 0.000000e+00 126
## TCL1A 0.000000e+00 126
## TLR8 0.000000e+00 126
## TNFRSF17 0.000000e+00 126
## VPREB3 0.000000e+00 126
## AOC3 0.000000e+00 126
## CMKLR1 6.220197e-02 124
## ARG1 0.000000e+00 165
## CD36 0.000000e+00 165
## CNTNAP3 0.000000e+00 165
## FLT3 0.000000e+00 165
## IGHG1_secreted 0.000000e+00 165
## IGHG3_secreted 0.000000e+00 165
## RNASE2 0.000000e+00 165
## CXCL2 0.000000e+00 126
## MS4A1 0.000000e+00 126
## TREM1 5.202510e-02 119
## CCR4 0.000000e+00 167
## IFNA1 0.000000e+00 167
## CD5 6.262167e-02 124
## CD163 0.000000e+00 167
## CD4 3.695665e-02 143
## BTLA 0.000000e+00 165
## CTSG 7.008023e-02 119
## CD40 3.807611e-02 142
## MMP9 0.000000e+00 167
## F5 2.390457e-02 97
## CR2 0.000000e+00 126
## CD1C 0.000000e+00 167
## CXCL10 2.390457e-02 149
## CXCR2 3.964331e-02 139
## IGHM_membrane 4.134760e-02 140
## MITF 0.000000e+00 126
## JCHAIN 0.000000e+00 126
## CD1A 1.057718e-01 106
## IGHM_secreted 0.000000e+00 167
## THBD 0.000000e+00 126
## TLR2 3.040820e-02 93
## TPSAB1 5.819164e-02 115
## VSIG4 2.390457e-02 145
## FAM129C 0.000000e+00 126
## CXCL1 0.000000e+00 126
## ZAP70 -6.108866e-03 245
## CD8.SK1.CD8A.AHS0228.pAbO 9.069871e-01 26
## PDCD1 4.592843e-02 131
## TNFRSF13C 2.165303e-03 163
## TNFRSF18 8.295170e-02 101
## TOP2A 5.121186e-01 22
## PAX5 8.586140e-02 99
## CCR10 0.000000e+00 126
## LY86 2.135396e-02 157
## CD8B 8.262274e-02 112
## CD27 8.138747e-02 107
## NT5E 6.932985e-02 89
## CXCR1 4.098898e-02 131
## FOXP3 8.978994e-02 114
## CD22.CD22.AHS0195.pAbO 2.515138e-01 55
## PECAM1 4.561087e-01 35
## CSF3 2.390457e-02 145
## CMTM2 -1.464567e-02 205
## CCR7 -1.545984e-02 243
## TGFB3 3.006412e-02 145
## TLR7 5.092306e-02 105
## MKI67 3.964832e-01 32
## CHI3L2 -2.968516e-02 232
## CXCR5 1.300774e-01 86
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 6.319990e-01 16
## TLR9 3.153922e-02 139
## CD14 -1.675934e-02 249
## CD103.ITGAE.AHS0001.pAbO 7.888794e-02 103
## CD95.FAS.AHS0023.pAbO 3.691278e-01 50
## IGKC 1.568344e-01 90
## CCR3 -3.504550e-02 267
## CCL20 2.037120e-02 152
## CD3.SK7.CD3E.AHS0033.pAbO 4.678711e-02 86
## LTB -2.161072e-02 227
## TCF4 -1.528215e-02 255
## STAT6 7.962976e-03 116
## CX3CR1 -4.696493e-02 267
## CD6 1.450708e-01 96
## RNASE6 7.362494e-02 118
## RGS1 6.325384e-01 29
## NRP1 6.501447e-02 112
## PMCH 1.472544e-01 93
## HLA.DQA1 7.155178e-01 27
## SELL 1.176881e-01 87
## IL15 -5.890801e-02 274
## HLA.DPA1 7.326228e-01 34
## FUT4 -1.013279e-01 304
## HMMR 3.378800e-01 42
## KLRC4 5.812754e-02 126
## CD28.CD28.2.CD28.AHS0024.pAbO 1.845190e-02 125
## PTGDR2 1.245293e-01 81
## S1PR1 3.895265e-02 140
## IGHA1_secreted -8.914757e-02 295
## SNCA 2.293622e-03 166
## MZB1 2.869594e-01 66
## TNFRSF25 2.357024e-02 150
## ICOS 6.425376e-02 123
## MCM2 4.261851e-01 46
## TNFSF13B -2.187961e-02 265
## THBS1 1.274415e-02 159
## CD1D.CD1D.AHS0219.pAbO 2.547227e-01 54
## RORC 1.789277e-01 61
## BCL11B 3.681464e-01 66
## CD160 1.176504e-01 103
## TNFSF13 -1.171223e-01 297
## CD34.581.CD34.AHS0061.pAbO 1.315226e-01 82
## IL9R -4.070487e-02 275
## PTTG2 2.481277e-01 73
## PASK -1.075271e-02 238
## KDELR1 -5.822469e-02 296
## IKZF2 -7.842319e-02 285
## KLRG1 -1.245398e-02 246
## CD79B 1.292557e-01 102
## VEGFA 2.782075e-01 74
## IL7R 6.792126e-02 121
## TSPAN32 1.601312e-02 109
## EOMES 2.606149e-01 79
## ZNF683 1.972110e-01 64
## CCR8 1.457733e-01 84
## CD94.KLRD1.AHS0085.pAbO 1.703213e+00 6
## NCAM1 -2.693892e-02 269
## CCR7.CCR7.AHS0273.pAbO 7.505860e-03 118
## FAS -8.063036e-03 254
## ITGAX 5.501475e-01 19
## CD38 2.958147e-01 71
## RORA 4.069017e-02 137
## TNFSF8 -3.458960e-02 258
## CX3CR1.CX3CR1.AHS0125.pAbO -6.372540e-03 210
## TMEM97 3.456875e-01 49
## FBXO22 -5.658292e-02 288
## CD45RO.PTPRC.AHS0036.pAbO 1.335916e-01 96
## GIMAP7 -1.681367e-01 332
## FOXO1 -3.734378e-02 266
## IgG.IGHG1_2_3_4.AHS0059.pAbO 5.735596e-01 49
## CD44 1.724849e-01 54
## FOXO3 -2.127854e-01 330
## KIR2DL1 1.079004e+00 21
## LEF1 2.488593e-01 80
## OAS1 -2.243688e-03 246
## HLA.DMA 2.885183e-01 73
## CD45RA.HI100.PTPRC.AHS0009.pAbO 4.250285e-01 28
## TRAT1 2.180657e-01 78
## CD8A 7.202238e-01 37
## PSEN1 -2.141363e-01 334
## HLA.DMB 5.858198e-01 47
## GAB2 -1.153959e-01 318
## C10orf54 1.008734e-01 64
## TARP_refseq 1.121246e-01 107
## CD81.CD81.AHS0021.pAbO 8.054839e-01 22
## IL18 -5.977710e-02 298
## FAM65B -1.883484e-01 328
## HLA.DQB1 4.590142e-01 59
## CBLB -6.870834e-02 284
## LGALS9 -1.253748e-01 320
## CNOT2 -1.035194e-01 282
## PRDM1 3.023838e-02 94
## CD33 1.437527e-01 92
## ZBTB16 -1.174781e-01 312
## CCR2 -1.567707e-01 330
## IL12RB1 -4.550111e-02 285
## CXCR6 -1.742369e-01 309
## HMGB2 2.626103e-01 53
## ANXA5 2.287813e-01 75
## IL18RAP -1.330465e-01 316
## CD279.EH12.1.PDCD1.AHS0014.pAbO 1.970280e-01 84
## TGFB1 -1.278592e-01 293
## DUSP1 -1.861999e-01 314
## LGALS3 -5.542472e-02 286
## CXCL5 -1.757205e-01 336
## GZMH 6.474037e-01 43
## KLRC1 5.339607e-01 53
## PCNA 3.193435e-01 48
## CD161.DX12.KLRB1.AHS0002.pAbO 2.431717e-01 72
## ITGAE -4.057998e-03 241
## CD74 6.085268e-01 45
## IL18R1 -8.402458e-02 298
## CD300A 2.409436e-01 83
## GNLY 3.219400e-01 68
## STAT1 6.423443e-02 113
## CTSD -2.258691e-01 329
## CD247 7.173188e-01 38
## VNN2 -1.946979e-01 342
## PDIA4 -6.938721e-02 301
## ITGA4 -1.950390e-01 328
## CD102.ICAM2.AHS0155.pAbO 9.279365e-02 112
## DPP4 -2.175693e-01 335
## CD33.WM53.CD33.AHS0044.pAbO 4.420147e-01 27
## FYN 2.640760e-01 78
## NINJ2 1.446589e-01 97
## TRAC 2.323574e-01 74
## STAT3 -1.047055e-01 283
## IGBP1 -2.984572e-01 363
## ADA -5.636473e-02 272
## IFITM3 3.675938e-01 37
## ITGAM -5.368392e-02 271
## ADGRG3 -2.630943e-01 350
## XBP1 -1.042684e-01 308
## TIAF1 -2.645749e-01 354
## CCR1 -6.095865e-02 275
## GZMA 5.540152e-01 25
## ENTPD1 -2.013453e-01 334
## PIK3AP1 -1.751195e-01 310
## IFNGR1 -3.073584e-01 359
## ATF6B -2.336762e-01 361
## FYB -2.267771e-01 348
## CD7 -1.933083e-01 327
## ITGB2 1.675934e+00 7
## GLG1 -2.284418e-01 337
## KLRF1 1.074677e+00 22
## PDIA6 6.847841e-02 126
## SPOCK2 -2.618591e-01 349
## TRDC 5.765764e-02 127
## TRIB2 -1.912772e-03 245
## FCGR3A 1.192663e+00 15
## LIPA -2.240354e-01 354
## GAPDH 3.549384e-01 56
## LAP3 -1.282373e-01 321
## KIT 2.165085e-01 61
## CST7 7.322037e-01 35
## CD2 4.244996e-01 64
## STAT4 -2.662450e-01 356
## CCR5 -1.513069e-01 313
## CCL5 5.829733e-01 48
## BTG1 7.772006e-02 72
## LYN -2.361004e-01 343
## APOBEC3G 4.614994e-01 58
## CD52 4.586177e-02 126
## LGALS1 -5.180823e-02 283
## CCR6 -2.223798e-01 353
## LAT -4.025618e-01 388
## IFITM2 1.084404e-01 93
## GZMK 1.284794e+00 14
## CXCR3 4.528887e-01 61
## BCL2 -2.543076e-01 356
## TNFSF10 -1.118116e-01 315
## CD244 -1.980889e-01 330
## GNAI2 -1.553490e-01 329
## RPN2 -1.401649e-01 325
## GIMAP5 -6.755395e-02 283
## IL32 1.508741e-01 92
## IKZF1 -1.123496e-01 315
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 1.894826e-01 90
## S100A10 -3.828837e-01 382
## VPS28 -4.486216e-01 413
## ITGAL -2.220820e-01 339
## NCR3 1.156606e-01 105
## GIMAP2 -4.518206e-01 414
## CASP5 -5.192207e-01 391
## IL4R -3.180833e-01 361
## LAT2 -9.819366e-02 303
## IL23R -3.380999e-01 390
## CASP3 -4.831581e-01 386
## LCK -1.147195e-01 303
## CD48 -4.436032e-01 406
## KLRK1 -4.478356e-01 394
## IL2RB -2.954526e-01 359
## CD3E -4.546701e-01 395
## NKG7 8.658998e-01 28
## PIK3IP1 -5.966416e-01 411
## FCER1G -3.653252e-01 386
## RUNX3 -6.184399e-01 409
## CCND2 -3.877094e-01 365
## BIN2 -6.490346e-01 433
## CD335.NCR1.AHS0068.pAbO -3.963910e-01 405
## PTPRC -6.392376e-01 421
## KLRB1 -1.607678e-01 303
## BAX -4.584630e-01 415
## CTSW -3.174732e-01 385
## TXK -6.592797e-01 422
## DOCK8 -6.771763e-01 443
## CD37 -4.457707e-01 383
## TRBC2 -6.011136e-01 435
## LAMP1 -6.363453e-01 421
## ARL4C -7.029547e-01 449
## PRF1 -6.726365e-01 425
## CXCR4 -4.762253e-01 383
## CD63 -4.436234e-01 411
## HLA.A -9.424210e-01 449
## HLA.C -9.142571e-01 456
## SELPLG -1.161641e+00 466
## mean.AUC min.AUC median.AUC
## CSF2 0.9301064 0.891010712 0.9358433
## CCL4 0.8803676 0.624619631 0.9470257
## EGR3 0.8434816 0.723745288 0.8513286
## XCL1 0.8145820 0.731350294 0.8248790
## CCL3 0.8092561 0.582015553 0.8252604
## DUSP2 0.7966845 0.539705119 0.8229847
## IER3 0.7906423 0.698838523 0.7921320
## ICAM1 0.7721715 0.688597384 0.7825478
## TNF 0.7607516 0.707963333 0.7487295
## IFNG 0.7426716 0.701613554 0.7471938
## BCL2A1 0.7417004 0.634757957 0.7611542
## MYC 0.7391491 0.649037546 0.7418259
## CCL1 0.7252597 0.685276862 0.7351296
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 0.7193918 0.590182820 0.7511535
## GZMB 0.7161609 0.596522840 0.7094467
## IRF8 0.6872014 0.514686991 0.6945705
## NAMPT 0.6844650 0.605297971 0.6690240
## CD4.SK3.CD4.AHS0032.pAbO 0.6843791 0.579989494 0.6829853
## BIRC3 0.6789634 0.587792735 0.6841893
## CD18.ITGB2.AHS0091.pAbO 0.6689845 0.513363271 0.6063785
## TBX21 0.6687957 0.537793709 0.6478711
## CD2.CD2.AHS0029.pAbO 0.6586754 0.601354413 0.6330218
## EGR1 0.6464816 0.551036976 0.6797697
## SEMA7A 0.6399810 0.529461325 0.6528414
## LTA 0.6293429 0.546523741 0.6313951
## CD69.CD69.AHS0010.pAbO 0.6178336 0.477146520 0.5765506
## FOSB 0.6132758 0.559745116 0.6236890
## FN1 0.6124887 0.548359542 0.6168745
## CD19.SJ25C1.CD19.AHS0030.pAbO 0.6087250 0.558205588 0.6012379
## IRF4 0.6076726 0.567693834 0.5797531
## CD70 0.6051489 0.435500463 0.5666263
## FASLG 0.6046359 0.488011742 0.6090252
## ZBED2 0.5999083 0.578485014 0.5945131
## CD26.DPP4.AHS0109.pAbO 0.5980362 0.442157998 0.6181266
## CD38.HIT2.CD38.AHS0022.pAbO 0.5944666 0.504090165 0.5339819
## IL2RA 0.5918971 0.429279534 0.5893277
## LIF 0.5911731 0.400383700 0.6036614
## CD226.CD226.AHS0079.pAbO 0.5879434 0.395694750 0.6379232
## CD69 0.5830863 0.479871459 0.6047579
## TNFRSF8 0.5818001 0.420860501 0.6011770
## Tim3.HAVCR2.AHS0016.pAbO 0.5814866 0.433263310 0.5461580
## TNFSF14 0.5798627 0.526799773 0.5823612
## IL13 0.5792858 0.566837302 0.5722024
## LAIR2 0.5765720 0.511523188 0.5765629
## JUNB 0.5744263 0.538969170 0.5666099
## FOSL1 0.5735336 0.550872100 0.5747000
## ITK 0.5708828 0.521552808 0.5525595
## BACH2 0.5617549 0.544227154 0.5554952
## TNFRSF1B 0.5589771 0.406045628 0.5573782
## STAT5A 0.5575969 0.532572650 0.5493498
## CD80 0.5554116 0.539040787 0.5484206
## CD39.ENTPD1.AHS0006.pAbO 0.5523656 0.260261294 0.6037774
## CD7.CD7.AHS0043.pAbO 0.5474721 0.428004774 0.4920488
## CD152.CTLA4.AHS0017.pAbO 0.5457417 0.341550061 0.5903795
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 0.5444898 0.356018948 0.5761291
## JUN 0.5439906 0.501184982 0.5480891
## IL12RB2 0.5437620 0.348657431 0.4962882
## YBX3 0.5396802 0.474419643 0.5345365
## IL1RN 0.5394823 0.511901947 0.5415816
## HLA.DRA 0.5362032 0.364095117 0.5761222
## HLA.DRB3 0.5345180 0.414473313 0.5585153
## IL3RA 0.5335935 0.506310949 0.5268841
## DUSP4 0.5327483 0.335304563 0.5419081
## IL3 0.5303492 0.518200855 0.5330180
## KLRC3 0.5288892 0.485236106 0.5070452
## FTH1 0.5281312 0.491425112 0.5267202
## IgM.IGHM.AHS0198.pAbO 0.5261271 0.484938339 0.5355438
## PYCR1 0.5239382 0.408978848 0.5327849
## CD25.2A3.IL2RA.AHS0026.pAbO 0.5237429 0.380239927 0.5360046
## CLEC2D 0.5227002 0.493572582 0.5195793
## TK1 0.5206136 0.158605594 0.6305028
## CD72 0.5178605 0.501562365 0.5224672
## UBE2C 0.5173242 0.195350619 0.6022400
## CD274 0.5160305 0.502796093 0.5191194
## TIGIT 0.5147014 0.298660006 0.4950758
## TNFRSF9 0.5145458 0.506918014 0.5162054
## CD14.MPHIP9.CD14.AHS0037.pAbO 0.5136184 0.471815629 0.5293189
## CD9 0.5135370 0.446145910 0.5198537
## HLA.DPB1 0.5128421 0.369073142 0.5301550
## IL15RA 0.5098861 0.446614164 0.5076974
## TYMS 0.5095534 0.119619465 0.6188779
## GATA3 0.5087438 0.502244465 0.5110081
## CTLA4 0.5085089 0.501974045 0.5094924
## CD314.KLRK1.AHS0065.pAbO 0.5081827 0.392480791 0.4809206
## CD3D 0.5081371 0.498450407 0.5092546
## LAMP3 0.5079939 0.501326997 0.5118037
## KIAA0101 0.5079373 0.114735767 0.6272325
## AIM2 0.5070833 0.501116300 0.5078461
## CCNB1 0.5070761 0.249136894 0.5742099
## IL1B 0.5064154 0.504500611 0.5065626
## IER5 0.5056853 0.497495783 0.5077387
## POU2AF1 0.5053443 0.504676891 0.5056265
## CD27.L128.CD27.AHS0249.pAbO 0.5052408 0.481680403 0.4996032
## CD40LG 0.5052179 0.395252442 0.5256792
## AURKB 0.5041499 0.175857868 0.5948189
## CXCL16 0.5036087 0.497153351 0.5038358
## FOXP1 0.5034574 0.479154092 0.5054373
## TCF7 0.5031959 0.498379121 0.5034890
## IL4 0.5031604 0.502194253 0.5033041
## CD40.CD40.AHS0117.pAbO 0.5029599 0.500856385 0.5023177
## B3GAT1 0.5028786 0.500587020 0.5027144
## CXCL8 0.5028383 0.501068987 0.5025601
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.5026658 0.414476801 0.5217793
## TNFRSF4 0.5026583 0.496160562 0.5027006
## MCM4 0.5024467 0.278501252 0.5621562
## IL1RL1 0.5023855 0.473510978 0.5058041
## IL6 0.5023169 0.494181790 0.5031283
## CD5.UCHT2.CD5.AHS0047.pAbO 0.5021470 0.463692204 0.4869893
## SLAMF1 0.5020203 0.499636447 0.5013652
## CD86 0.5018328 0.419563492 0.5082886
## CD200 0.5018110 0.501626647 0.5018571
## LILRB4 0.5016687 0.499244560 0.5019338
## LAG3 0.5016202 0.481041817 0.4991162
## IL6R 0.5014595 0.500643468 0.5016270
## TGFBI 0.5014048 0.499772338 0.5012521
## QPCT 0.5013710 0.467925430 0.5060707
## IL2 0.5013177 0.501067054 0.5012474
## HAVCR2 0.5010471 0.343370893 0.4906077
## CD79A 0.5010234 0.500239881 0.5009726
## MGST1 0.5009335 0.449821734 0.5181891
## SLC25A37 0.5008457 0.488908672 0.5037524
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 0.5008234 0.473067766 0.4991768
## CD215.IL15RA.AHS0212.pAbO 0.5007915 0.380909035 0.4837222
## ADGRE1 0.5007364 0.498732722 0.5012873
## CD3G 0.5007290 0.499989177 0.5006474
## SLC7A7 0.5006733 0.500208579 0.5006208
## CLEC4D 0.5005398 0.500413420 0.5005714
## IL12A 0.5005397 0.500134926 0.5005409
## CCL22 0.5005050 0.500397364 0.5005714
## IL1R2 0.5004286 0.500428571 0.5004286
## S100A9 0.5003917 0.499788156 0.5003343
## IL5 0.5003579 0.499764628 0.5005714
## BCL6 0.5002783 0.499265584 0.4996148
## VMO1 0.5002697 0.499856532 0.5000804
## CD127.IL7R.AHS0028.pAbO 0.5002318 0.396351038 0.4872268
## CCL2 0.5002095 0.499851904 0.5002707
## EPX 0.5001429 0.500142857 0.5001429
## IL22 0.5001429 0.500142857 0.5001429
## LRRC32 0.5001429 0.500142857 0.5001429
## CXCL3 0.5001255 0.500055850 0.5001429
## SPP1 0.5001255 0.500055850 0.5001429
## CLEC4E 0.5000967 0.499912164 0.5001429
## PI3 0.5000793 0.499912164 0.5001429
## CD24 0.5000777 0.499148962 0.5000154
## KCNE3 0.5000707 0.499782264 0.5001429
## CD28 0.5000627 0.499638754 0.5001979
## GZMM 0.5000154 0.499470645 0.5000680
## ALAS2 0.5000000 0.500000000 0.5000000
## APOE 0.5000000 0.500000000 0.5000000
## AQP9 0.5000000 0.500000000 0.5000000
## AZU1 0.5000000 0.500000000 0.5000000
## BLK 0.5000000 0.500000000 0.5000000
## BLNK 0.5000000 0.500000000 0.5000000
## BPI 0.5000000 0.500000000 0.5000000
## C1QA 0.5000000 0.500000000 0.5000000
## C1QB 0.5000000 0.500000000 0.5000000
## CCL13 0.5000000 0.500000000 0.5000000
## CCL17 0.5000000 0.500000000 0.5000000
## CCL19 0.5000000 0.500000000 0.5000000
## CCR9 0.5000000 0.500000000 0.5000000
## CD1B 0.5000000 0.500000000 0.5000000
## CD209 0.5000000 0.500000000 0.5000000
## CD22 0.5000000 0.500000000 0.5000000
## CD34 0.5000000 0.500000000 0.5000000
## CEACAM8 0.5000000 0.500000000 0.5000000
## CHI3L1 0.5000000 0.500000000 0.5000000
## CLC 0.5000000 0.500000000 0.5000000
## CLEC10A 0.5000000 0.500000000 0.5000000
## CPA3 0.5000000 0.500000000 0.5000000
## CXCL11 0.5000000 0.500000000 0.5000000
## CXCL13 0.5000000 0.500000000 0.5000000
## CXCL9 0.5000000 0.500000000 0.5000000
## DEFA3 0.5000000 0.500000000 0.5000000
## DEFA4 0.5000000 0.500000000 0.5000000
## EBF1 0.5000000 0.500000000 0.5000000
## ELANE 0.5000000 0.500000000 0.5000000
## F13A1 0.5000000 0.500000000 0.5000000
## FCER1A 0.5000000 0.500000000 0.5000000
## FCER2 0.5000000 0.500000000 0.5000000
## FCN1 0.5000000 0.500000000 0.5000000
## GHR 0.5000000 0.500000000 0.5000000
## IGHD_membrane 0.5000000 0.500000000 0.5000000
## IGHE_secreted 0.5000000 0.500000000 0.5000000
## IGHG1_membrane 0.5000000 0.500000000 0.5000000
## IGHG2_secreted 0.5000000 0.500000000 0.5000000
## IGHG4_secreted 0.5000000 0.500000000 0.5000000
## IGLC3 0.5000000 0.500000000 0.5000000
## IL17A 0.5000000 0.500000000 0.5000000
## IL17F 0.5000000 0.500000000 0.5000000
## IL21 0.5000000 0.500000000 0.5000000
## IL25 0.5000000 0.500000000 0.5000000
## IL31 0.5000000 0.500000000 0.5000000
## IL33 0.5000000 0.500000000 0.5000000
## IL9 0.5000000 0.500000000 0.5000000
## MME 0.5000000 0.500000000 0.5000000
## MMP12 0.5000000 0.500000000 0.5000000
## S100A12 0.5000000 0.500000000 0.5000000
## TCL1A 0.5000000 0.500000000 0.5000000
## TLR8 0.5000000 0.500000000 0.5000000
## TNFRSF17 0.5000000 0.500000000 0.5000000
## VPREB3 0.5000000 0.500000000 0.5000000
## AOC3 0.4999826 0.499912968 0.5000000
## CMKLR1 0.4999785 0.497790293 0.5004226
## ARG1 0.4999769 0.499884686 0.5000000
## CD36 0.4999769 0.499884686 0.5000000
## CNTNAP3 0.4999769 0.499884686 0.5000000
## FLT3 0.4999769 0.499884686 0.5000000
## IGHG1_secreted 0.4999769 0.499884686 0.5000000
## IGHG3_secreted 0.4999769 0.499884686 0.5000000
## RNASE2 0.4999769 0.499884686 0.5000000
## CXCL2 0.4999684 0.499842172 0.5000000
## MS4A1 0.4999652 0.499825936 0.5000000
## TREM1 0.4999625 0.498575702 0.5000174
## CCR4 0.4999595 0.499884686 0.5000000
## IFNA1 0.4999595 0.499884686 0.5000000
## CD5 0.4999503 0.498311914 0.4999544
## CD163 0.4999421 0.499825936 0.5000000
## CD4 0.4999330 0.499390584 0.4997971
## BTLA 0.4999308 0.499654059 0.5000000
## CTSG 0.4999265 0.497014464 0.5009243
## CD40 0.4999244 0.499165224 0.4999933
## MMP9 0.4999134 0.499654059 0.5000000
## F5 0.4999117 0.499074176 0.5001429
## CR2 0.4999021 0.499684343 0.5000000
## CD1C 0.4998786 0.499654059 0.5000000
## CXCL10 0.4998634 0.499421671 0.5000275
## CXCR2 0.4998053 0.499323007 0.4997365
## IGHM_membrane 0.4998048 0.499274776 0.4997070
## MITF 0.4997863 0.498931624 0.5000000
## JCHAIN 0.4997548 0.498931624 0.5000000
## CD1A 0.4997475 0.494533284 0.5019137
## IGHM_secreted 0.4997406 0.499308118 0.4998422
## THBD 0.4997341 0.498931624 0.5000000
## TLR2 0.4996792 0.497504579 0.5000171
## TPSAB1 0.4996356 0.495651099 0.5006513
## VSIG4 0.4996346 0.498006105 0.4999687
## FAM129C 0.4996163 0.498931624 0.4996843
## CXCL1 0.4995726 0.497863248 0.5000000
## ZAP70 0.4995715 0.486663185 0.4982393
## CD8.SK1.CD8A.AHS0228.pAbO 0.4994933 0.313783613 0.4833423
## PDCD1 0.4994848 0.497326192 0.4996238
## TNFRSF13C 0.4994601 0.498147741 0.4999250
## TNFRSF18 0.4994183 0.465069902 0.5042629
## TOP2A 0.4993343 0.142046883 0.5927680
## PAX5 0.4993285 0.492064205 0.4997530
## CCR10 0.4993169 0.497863248 0.4998259
## LY86 0.4992957 0.497791328 0.4988090
## CD8B 0.4992329 0.496947466 0.4987356
## CD27 0.4990981 0.495064665 0.5004055
## NT5E 0.4989720 0.490734432 0.5008520
## CXCR1 0.4988695 0.496967580 0.4985330
## FOXP3 0.4987799 0.479726954 0.4987986
## CD22.CD22.AHS0195.pAbO 0.4987605 0.408688034 0.5012761
## PECAM1 0.4986698 0.312162393 0.4993562
## CSF3 0.4985706 0.493730769 0.4999122
## CMTM2 0.4985666 0.493795482 0.5000045
## CCR7 0.4985445 0.495219327 0.4994040
## TGFB3 0.4984279 0.496000767 0.4981967
## TLR7 0.4984222 0.490018926 0.5004531
## MKI67 0.4982868 0.261183118 0.5626271
## CHI3L2 0.4980477 0.494757404 0.4988849
## CXCR5 0.4979942 0.477256716 0.5015629
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.4979607 0.299573144 0.4504859
## TLR9 0.4979115 0.492594017 0.4991842
## CD14 0.4976724 0.494379659 0.4993674
## CD103.ITGAE.AHS0001.pAbO 0.4968653 0.472252137 0.4979139
## CD95.FAS.AHS0023.pAbO 0.4967530 0.337816239 0.5210948
## IGKC 0.4965310 0.454586691 0.5051480
## CCR3 0.4964932 0.492529040 0.4969753
## CCL20 0.4961583 0.482530830 0.4992921
## CD3.SK7.CD3E.AHS0033.pAbO 0.4961459 0.483653236 0.4936061
## LTB 0.4959441 0.486265263 0.4986107
## TCF4 0.4959403 0.476505495 0.5009302
## STAT6 0.4959325 0.479281313 0.4979720
## CX3CR1 0.4957571 0.492254419 0.4962517
## CD6 0.4957060 0.481697736 0.5000912
## RNASE6 0.4956492 0.484661933 0.4957237
## RGS1 0.4956412 0.348094654 0.5087931
## NRP1 0.4954996 0.471557692 0.4945181
## PMCH 0.4943933 0.459975885 0.4963923
## HLA.DQA1 0.4943716 0.262645896 0.4226876
## SELL 0.4937811 0.472937088 0.4831383
## IL15 0.4937762 0.482084421 0.4932339
## HLA.DPA1 0.4931849 0.342570473 0.4988457
## FUT4 0.4926767 0.477657683 0.4962160
## HMMR 0.4926767 0.235920631 0.5582239
## KLRC4 0.4921554 0.479037744 0.4848262
## CD28.CD28.2.CD28.AHS0024.pAbO 0.4921100 0.463709707 0.4989591
## PTGDR2 0.4918497 0.438373321 0.5048181
## S1PR1 0.4918228 0.468225191 0.4897250
## IGHA1_secreted 0.4910554 0.484121979 0.4921332
## SNCA 0.4907558 0.477985958 0.4864731
## MZB1 0.4898343 0.384660773 0.5014441
## TNFRSF25 0.4898090 0.451546398 0.4991357
## ICOS 0.4896449 0.423122670 0.4905150
## MCM2 0.4894432 0.280695275 0.5381143
## TNFSF13B 0.4894205 0.466077228 0.4854360
## THBS1 0.4893134 0.470999677 0.4944125
## CD1D.CD1D.AHS0219.pAbO 0.4886834 0.414901709 0.4801837
## RORC 0.4886133 0.399047314 0.5086368
## BCL11B 0.4882629 0.462445934 0.4790007
## CD160 0.4880258 0.462778589 0.4915577
## TNFSF13 0.4879431 0.476403131 0.4919535
## CD34.581.CD34.AHS0061.pAbO 0.4875644 0.410460317 0.4883548
## IL9R 0.4866080 0.454239927 0.4923720
## PTTG2 0.4854383 0.293043028 0.5250733
## PASK 0.4848869 0.392680054 0.5018241
## KDELR1 0.4847868 0.447628723 0.4829592
## IKZF2 0.4841996 0.451211233 0.4907655
## KLRG1 0.4837919 0.465619734 0.4832790
## CD79B 0.4826279 0.450894751 0.4847746
## VEGFA 0.4823804 0.376316062 0.4878852
## IL7R 0.4820214 0.461247253 0.4836558
## TSPAN32 0.4814405 0.456266789 0.4833714
## EOMES 0.4805563 0.451631919 0.4745051
## ZNF683 0.4798883 0.386385531 0.4945947
## CCR8 0.4798121 0.401474664 0.4930994
## CD94.KLRD1.AHS0085.pAbO 0.4794222 0.296564033 0.3832695
## NCAM1 0.4789283 0.427278702 0.4758811
## CCR7.CCR7.AHS0273.pAbO 0.4786447 0.425568376 0.4881384
## FAS 0.4773776 0.412868378 0.5085378
## ITGAX 0.4764539 0.162010071 0.5106158
## CD38 0.4764535 0.398297608 0.5069041
## RORA 0.4756628 0.443229978 0.4659631
## TNFSF8 0.4749628 0.422080898 0.4832106
## CX3CR1.CX3CR1.AHS0125.pAbO 0.4748910 0.432040904 0.4745345
## TMEM97 0.4740019 0.318059219 0.5070004
## FBXO22 0.4732854 0.409429560 0.4659665
## CD45RO.PTPRC.AHS0036.pAbO 0.4729886 0.394847152 0.4596554
## GIMAP7 0.4723222 0.460212508 0.4668223
## FOXO1 0.4723106 0.426648539 0.4827475
## IgG.IGHG1_2_3_4.AHS0059.pAbO 0.4719024 0.233233856 0.4902209
## CD44 0.4712067 0.375388889 0.4944223
## FOXO3 0.4711714 0.463526694 0.4715205
## KIR2DL1 0.4706171 0.307208514 0.4352119
## LEF1 0.4705313 0.330451797 0.4556457
## OAS1 0.4687173 0.398584160 0.4692425
## HLA.DMA 0.4684541 0.383286703 0.4710344
## CD45RA.HI100.PTPRC.AHS0009.pAbO 0.4678088 0.352358846 0.4344090
## TRAT1 0.4675092 0.396144299 0.4762019
## CD8A 0.4674565 0.285074375 0.4372847
## PSEN1 0.4660398 0.453176129 0.4650778
## HLA.DMB 0.4657070 0.391792370 0.4283825
## GAB2 0.4653562 0.433173432 0.4633019
## C10orf54 0.4653321 0.392881189 0.4592756
## TARP_refseq 0.4625873 0.396835859 0.4521217
## CD81.CD81.AHS0021.pAbO 0.4582417 0.348415140 0.4000047
## IL18 0.4579502 0.405877857 0.4585483
## FAM65B 0.4567866 0.438597265 0.4513901
## HLA.DQB1 0.4552121 0.305979504 0.3862110
## CBLB 0.4523833 0.408357549 0.4426133
## LGALS9 0.4520423 0.373580157 0.4664384
## CNOT2 0.4512537 0.424595425 0.4552692
## PRDM1 0.4512022 0.348287653 0.4906364
## CD33 0.4497782 0.267224664 0.4672125
## ZBTB16 0.4458181 0.383941086 0.4593424
## CCR2 0.4449715 0.406634713 0.4474465
## IL12RB1 0.4439274 0.369542430 0.4413554
## CXCR6 0.4394014 0.383699720 0.4362832
## HMGB2 0.4380692 0.097799124 0.5012360
## ANXA5 0.4367941 0.288814444 0.5096875
## IL18RAP 0.4364336 0.378646720 0.4372735
## CD279.EH12.1.PDCD1.AHS0014.pAbO 0.4349065 0.357117932 0.4373107
## TGFB1 0.4338879 0.387442325 0.4326361
## DUSP1 0.4336201 0.373787202 0.4632289
## LGALS3 0.4319014 0.193314103 0.4924276
## CXCL5 0.4286979 0.395227717 0.4076567
## GZMH 0.4275472 0.301138167 0.3872618
## KLRC1 0.4273860 0.316839022 0.4157752
## PCNA 0.4266701 0.171750264 0.4526569
## CD161.DX12.KLRB1.AHS0002.pAbO 0.4262542 0.265457265 0.4085718
## ITGAE 0.4252927 0.272413844 0.4305615
## CD74 0.4249600 0.289351633 0.3585593
## IL18R1 0.4249100 0.337663857 0.4419962
## CD300A 0.4211355 0.175137014 0.4767052
## GNLY 0.4200886 0.272991794 0.3815369
## STAT1 0.4197908 0.302036325 0.3899078
## CTSD 0.4171658 0.363439413 0.4252047
## CD247 0.4158587 0.263257395 0.3587873
## VNN2 0.4156402 0.337196295 0.4356911
## PDIA4 0.4147888 0.324710464 0.3891987
## ITGA4 0.4144684 0.364526154 0.3951412
## CD102.ICAM2.AHS0155.pAbO 0.4141716 0.263986569 0.4306901
## DPP4 0.4141090 0.299672180 0.4461690
## CD33.WM53.CD33.AHS0044.pAbO 0.4132418 0.230369963 0.4070021
## FYN 0.4127916 0.306301587 0.3911154
## NINJ2 0.4116368 0.314342981 0.3969419
## TRAC 0.4096820 0.306184371 0.4118748
## STAT3 0.4089620 0.346675824 0.4200965
## IGBP1 0.4084676 0.385948718 0.4147640
## ADA 0.4071299 0.309979784 0.4358434
## IFITM3 0.4069427 0.200629815 0.3711705
## ITGAM 0.4067655 0.329239587 0.3980694
## ADGRG3 0.4060308 0.334182495 0.4143394
## XBP1 0.4059496 0.310912943 0.4437833
## TIAF1 0.4039829 0.333913004 0.4158979
## CCR1 0.4027088 0.259899242 0.4310027
## GZMA 0.4016079 0.195086691 0.3208470
## ENTPD1 0.4015601 0.269261600 0.4383576
## PIK3AP1 0.4007531 0.327826344 0.4015193
## IFNGR1 0.3989828 0.371222268 0.3964444
## ATF6B 0.3979286 0.358592943 0.3843367
## FYB 0.3958377 0.273298918 0.4246521
## CD7 0.3955698 0.308066766 0.4085297
## ITGB2 0.3889054 0.176966405 0.3106233
## GLG1 0.3816951 0.248633700 0.4056659
## KLRF1 0.3780955 0.202452246 0.3122472
## PDIA6 0.3767541 0.227710991 0.3610623
## SPOCK2 0.3752191 0.247130186 0.4253641
## TRDC 0.3746180 0.229187500 0.3812949
## TRIB2 0.3730107 0.237469780 0.4163341
## FCGR3A 0.3728032 0.104829726 0.3546230
## LIPA 0.3718437 0.259819597 0.3909572
## GAPDH 0.3709340 0.196765419 0.3954613
## LAP3 0.3700934 0.295075646 0.3502347
## KIT 0.3675874 0.098512210 0.4186266
## CST7 0.3668508 0.229880321 0.3128700
## CD2 0.3664188 0.228306403 0.3312886
## STAT4 0.3647182 0.287831807 0.3674876
## CCR5 0.3635817 0.247263658 0.3552593
## CCL5 0.3622422 0.035829591 0.4460400
## BTG1 0.3609699 0.132712256 0.3985296
## LYN 0.3572883 0.262009325 0.3588248
## APOBEC3G 0.3571829 0.201911113 0.3217054
## CD52 0.3545072 0.069350122 0.4741804
## LGALS1 0.3534691 0.162233211 0.3447454
## CCR6 0.3526252 0.233282183 0.3779495
## LAT 0.3523021 0.306344246 0.3430048
## IFITM2 0.3511784 0.203471917 0.3067955
## GZMK 0.3483812 0.096585227 0.2990022
## CXCR3 0.3478569 0.238575905 0.3018841
## BCL2 0.3468605 0.247661867 0.3303971
## TNFSF10 0.3406499 0.192074786 0.3596956
## CD244 0.3375816 0.270833198 0.3271406
## GNAI2 0.3358976 0.220523199 0.3091011
## RPN2 0.3356967 0.250615742 0.3114044
## GIMAP5 0.3315472 0.209642496 0.3439079
## IL32 0.3258620 0.075775031 0.3374384
## IKZF1 0.3236401 0.193811355 0.3161606
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 0.3201866 0.138154221 0.3303769
## S100A10 0.3195808 0.215752636 0.3531112
## VPS28 0.3168123 0.280866606 0.3129195
## ITGAL 0.3164532 0.184257541 0.3246224
## NCR3 0.3155359 0.226443227 0.2596825
## GIMAP2 0.3143124 0.277676787 0.3007058
## CASP5 0.3126180 0.224524396 0.3262339
## IL4R 0.3107825 0.243122204 0.2846505
## LAT2 0.3091603 0.207721805 0.2998061
## IL23R 0.3037320 0.203467413 0.3041512
## CASP3 0.3035442 0.238884324 0.2893095
## LCK 0.2998388 0.207863276 0.2457445
## CD48 0.2977245 0.232887057 0.2825347
## KLRK1 0.2863678 0.235873557 0.2825537
## IL2RB 0.2752476 0.086310332 0.2976108
## CD3E 0.2703066 0.155075121 0.2984245
## NKG7 0.2689151 0.061726596 0.1927756
## PIK3IP1 0.2682318 0.051449585 0.3216518
## FCER1G 0.2661984 0.121949049 0.2765059
## RUNX3 0.2631053 0.190143579 0.2662519
## CCND2 0.2620808 0.192704823 0.2421451
## BIN2 0.2593046 0.212301542 0.2361392
## CD335.NCR1.AHS0068.pAbO 0.2581657 0.151120279 0.2846349
## PTPRC 0.2564284 0.182561147 0.2757420
## KLRB1 0.2541534 0.100651709 0.2727934
## BAX 0.2536359 0.216292501 0.2266276
## CTSW 0.2467169 0.096613478 0.2575218
## TXK 0.2454296 0.131648810 0.2877949
## DOCK8 0.2447905 0.183832251 0.2487848
## CD37 0.2431841 0.099871077 0.2261967
## TRBC2 0.2386692 0.183752525 0.2152564
## LAMP1 0.2381673 0.168394977 0.2193205
## ARL4C 0.2306832 0.158149576 0.2400975
## PRF1 0.2306345 0.103109661 0.2173617
## CXCR4 0.2066599 0.008428797 0.1596250
## CD63 0.2050034 0.063054945 0.2261492
## HLA.A 0.1943675 0.080838654 0.2122736
## HLA.C 0.1834312 0.091009650 0.1815160
## SELPLG 0.1347383 0.039987554 0.1250150
## max.AUC rank.AUC
## CSF2 0.9643477 1
## CCL4 0.9827366 1
## EGR3 0.9036572 3
## XCL1 0.8732799 4
## CCL3 0.9437869 3
## DUSP2 0.9233703 4
## IER3 0.8549115 2
## ICAM1 0.8274007 7
## TNF 0.8574453 5
## IFNG 0.7618218 9
## BCL2A1 0.8123516 12
## MYC 0.8345675 7
## CCL1 0.7435324 3
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 0.8590971 9
## GZMB 0.8128214 6
## IRF8 0.8227262 11
## NAMPT 0.7617009 16
## CD4.SK3.CD4.AHS0032.pAbO 0.7679312 14
## BIRC3 0.8261625 9
## CD18.ITGB2.AHS0091.pAbO 0.9462167 2
## TBX21 0.7849988 17
## CD2.CD2.AHS0029.pAbO 0.7902650 16
## EGR1 0.7317156 17
## SEMA7A 0.6961190 21
## LTA 0.6916929 28
## CD69.CD69.AHS0010.pAbO 0.8185400 10
## FOSB 0.6347688 26
## FN1 0.6826257 14
## CD19.SJ25C1.CD19.AHS0030.pAbO 0.6975714 33
## IRF4 0.6630770 30
## CD70 0.7591316 17
## FASLG 0.7064802 30
## ZBED2 0.6192472 36
## CD26.DPP4.AHS0109.pAbO 0.7379018 20
## CD38.HIT2.CD38.AHS0022.pAbO 0.8672424 8
## IL2RA 0.7784156 12
## LIF 0.7353640 12
## CD226.CD226.AHS0079.pAbO 0.7148317 7
## CD69 0.6887152 24
## TNFRSF8 0.6539393 16
## Tim3.HAVCR2.AHS0016.pAbO 0.7329113 19
## TNFSF14 0.6133230 35
## IL13 0.5955872 40
## LAIR2 0.6242888 44
## JUNB 0.6021470 42
## FOSL1 0.5936129 41
## ITK 0.6270453 27
## BACH2 0.5789930 49
## TNFRSF1B 0.6493776 36
## STAT5A 0.5892590 48
## CD80 0.5888727 51
## CD39.ENTPD1.AHS0006.pAbO 0.6982393 24
## CD7.CD7.AHS0043.pAbO 0.7038505 20
## CD152.CTLA4.AHS0017.pAbO 0.6139790 35
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 0.6224320 27
## JUN 0.5749436 63
## IL12RB2 0.7823022 18
## YBX3 0.6142067 64
## IL1RN 0.5527059 55
## HLA.DRA 0.6910495 33
## HLA.DRB3 0.6650833 45
## IL3RA 0.5573837 61
## DUSP4 0.6581447 35
## IL3 0.5346811 59
## KLRC3 0.6313129 56
## FTH1 0.5583810 82
## IgM.IGHM.AHS0198.pAbO 0.5464101 58
## PYCR1 0.5865868 52
## CD25.2A3.IL2RA.AHS0026.pAbO 0.6339347 40
## CLEC2D 0.5486284 78
## TK1 0.6585589 18
## CD72 0.5257045 68
## UBE2C 0.6100306 29
## CD274 0.5233997 69
## TIGIT 0.7375937 25
## TNFRSF9 0.5191429 73
## CD14.MPHIP9.CD14.AHS0037.pAbO 0.5426509 60
## CD9 0.5482453 66
## HLA.DPB1 0.6612607 48
## IL15RA 0.5661884 80
## TYMS 0.6725347 19
## GATA3 0.5155718 97
## CTLA4 0.5137265 84
## CD314.KLRK1.AHS0065.pAbO 0.7113336 23
## CD3D 0.5157732 72
## LAMP3 0.5121359 105
## KIAA0101 0.6706034 24
## AIM2 0.5132126 87
## CCNB1 0.5995330 37
## IL1B 0.5077143 83
## IER5 0.5089735 123
## POU2AF1 0.5057143 88
## CD27.L128.CD27.AHS0249.pAbO 0.5333590 85
## CD40LG 0.5445558 62
## AURKB 0.6013539 34
## CXCL16 0.5104674 90
## FOXP1 0.5307954 86
## TCF7 0.5062712 89
## IL4 0.5040000 94
## CD40.CD40.AHS0117.pAbO 0.5054770 109
## B3GAT1 0.5056438 92
## CXCL8 0.5041118 95
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.5582295 64
## TNFRSF4 0.5072597 93
## MCM4 0.6350857 35
## IL1RL1 0.5322940 94
## IL6 0.5087661 118
## CD5.UCHT2.CD5.AHS0047.pAbO 0.5469659 71
## SLAMF1 0.5045220 111
## CD86 0.5386178 79
## CD200 0.5018571 99
## LILRB4 0.5026826 98
## LAG3 0.5167543 111
## IL6R 0.5017143 100
## TGFBI 0.5033412 147
## QPCT 0.5294405 86
## IL2 0.5018571 106
## HAVCR2 0.6843681 40
## CD79A 0.5017118 108
## MGST1 0.5223592 98
## SLC25A37 0.5076919 128
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 0.5186009 99
## CD215.IL15RA.AHS0212.pAbO 0.6330836 22
## ADGRE1 0.5027143 141
## CD3G 0.5015714 112
## SLC7A7 0.5011122 113
## CLEC4D 0.5005714 114
## IL12A 0.5008571 121
## CCL22 0.5005714 114
## IL1R2 0.5004286 119
## S100A9 0.5008571 124
## IL5 0.5005714 163
## BCL6 0.5029870 159
## VMO1 0.5009165 170
## CD127.IL7R.AHS0028.pAbO 0.5958962 36
## CCL2 0.5004286 159
## EPX 0.5001429 127
## IL22 0.5001429 127
## LRRC32 0.5001429 127
## CXCL3 0.5001429 127
## SPP1 0.5001429 127
## CLEC4E 0.5001429 175
## PI3 0.5001429 176
## CD24 0.5009693 136
## KCNE3 0.5001429 127
## CD28 0.5004286 125
## GZMM 0.5004286 123
## ALAS2 0.5000000 138
## APOE 0.5000000 138
## AQP9 0.5000000 138
## AZU1 0.5000000 138
## BLK 0.5000000 138
## BLNK 0.5000000 138
## BPI 0.5000000 138
## C1QA 0.5000000 138
## C1QB 0.5000000 138
## CCL13 0.5000000 138
## CCL17 0.5000000 138
## CCL19 0.5000000 138
## CCR9 0.5000000 138
## CD1B 0.5000000 138
## CD209 0.5000000 138
## CD22 0.5000000 138
## CD34 0.5000000 138
## CEACAM8 0.5000000 138
## CHI3L1 0.5000000 138
## CLC 0.5000000 138
## CLEC10A 0.5000000 138
## CPA3 0.5000000 138
## CXCL11 0.5000000 138
## CXCL13 0.5000000 138
## CXCL9 0.5000000 138
## DEFA3 0.5000000 138
## DEFA4 0.5000000 138
## EBF1 0.5000000 138
## ELANE 0.5000000 138
## F13A1 0.5000000 138
## FCER1A 0.5000000 138
## FCER2 0.5000000 138
## FCN1 0.5000000 138
## GHR 0.5000000 138
## IGHD_membrane 0.5000000 138
## IGHE_secreted 0.5000000 138
## IGHG1_membrane 0.5000000 138
## IGHG2_secreted 0.5000000 138
## IGHG4_secreted 0.5000000 138
## IGLC3 0.5000000 138
## IL17A 0.5000000 138
## IL17F 0.5000000 138
## IL21 0.5000000 138
## IL25 0.5000000 138
## IL31 0.5000000 138
## IL33 0.5000000 138
## IL9 0.5000000 138
## MME 0.5000000 138
## MMP12 0.5000000 138
## S100A12 0.5000000 138
## TCL1A 0.5000000 138
## TLR8 0.5000000 138
## TNFRSF17 0.5000000 138
## VPREB3 0.5000000 138
## AOC3 0.5000000 138
## CMKLR1 0.5010000 120
## ARG1 0.5000000 185
## CD36 0.5000000 185
## CNTNAP3 0.5000000 185
## FLT3 0.5000000 185
## IGHG1_secreted 0.5000000 185
## IGHG3_secreted 0.5000000 185
## RNASE2 0.5000000 185
## CXCL2 0.5000000 138
## MS4A1 0.5000000 138
## TREM1 0.5007143 173
## CCR4 0.5000000 185
## IFNA1 0.5000000 185
## CD5 0.5010000 158
## CD163 0.5000000 185
## CD4 0.5004286 167
## BTLA 0.5000000 185
## CTSG 0.5012857 151
## CD40 0.5004286 167
## MMP9 0.5000000 185
## F5 0.5001429 127
## CR2 0.5000000 138
## CD1C 0.5000000 185
## CXCL10 0.5001429 135
## CXCR2 0.5004286 167
## IGHM_membrane 0.5004286 172
## MITF 0.5000000 138
## JCHAIN 0.5000000 138
## CD1A 0.5030000 137
## IGHM_secreted 0.5000000 185
## THBD 0.5000000 138
## TLR2 0.5004837 118
## TPSAB1 0.5010000 126
## VSIG4 0.5001429 184
## FAM129C 0.5000000 138
## CXCL1 0.5000000 138
## ZAP70 0.5093626 119
## CD8.SK1.CD8A.AHS0228.pAbO 0.6806282 43
## PDCD1 0.5005714 157
## TNFRSF13C 0.5001986 174
## TNFRSF18 0.5128365 96
## TOP2A 0.6099048 30
## PAX5 0.5050421 145
## CCR10 0.5000000 138
## LY86 0.5017833 146
## CD8B 0.5018571 143
## CD27 0.5017143 116
## NT5E 0.5014286 110
## CXCR1 0.5004286 167
## FOXP3 0.5104515 118
## CD22.CD22.AHS0195.pAbO 0.5721139 51
## PECAM1 0.6329616 32
## CSF3 0.5001429 184
## CMTM2 0.5017672 137
## CCR7 0.5002630 171
## TGFB3 0.5007891 160
## TLR7 0.5007143 122
## MKI67 0.5774563 47
## CHI3L2 0.4994788 230
## CXCR5 0.5061098 102
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.6940805 10
## TLR9 0.5007815 172
## CD14 0.5003228 182
## CD103.ITGAE.AHS0001.pAbO 0.5218805 93
## CD95.FAS.AHS0023.pAbO 0.5907389 52
## IGKC 0.5121488 104
## CCR3 0.4996201 257
## CCL20 0.5003661 166
## CD3.SK7.CD3E.AHS0033.pAbO 0.5075191 80
## LTB 0.5004871 117
## TCF4 0.5022854 150
## STAT6 0.5098594 75
## CX3CR1 0.4999158 257
## CD6 0.5081538 122
## RNASE6 0.5075962 124
## RGS1 0.6625127 30
## NRP1 0.5098276 121
## PMCH 0.5156644 85
## HLA.DQA1 0.6884184 28
## SELL 0.5157359 105
## IL15 0.5045824 131
## HLA.DPA1 0.7083251 29
## FUT4 0.5058757 144
## HMMR 0.5724706 60
## KLRC4 0.5189255 107
## CD28.CD28.2.CD28.AHS0024.pAbO 0.5092242 122
## PTGDR2 0.5066051 91
## S1PR1 0.5145864 112
## IGHA1_secreted 0.4967980 272
## SNCA 0.5057499 139
## MZB1 0.6046926 52
## TNFRSF25 0.5003662 165
## ICOS 0.5346978 92
## MCM2 0.6254007 40
## TNFSF13B 0.5065764 132
## THBS1 0.5042248 146
## CD1D.CD1D.AHS0219.pAbO 0.5706198 53
## RORC 0.5141932 77
## BCL11B 0.5554802 82
## CD160 0.5083349 121
## TNFSF13 0.4927375 283
## CD34.581.CD34.AHS0061.pAbO 0.5400363 78
## IL9R 0.5006778 163
## PTTG2 0.5793976 66
## PASK 0.5182348 105
## KDELR1 0.5083281 136
## IKZF2 0.4990604 275
## KLRG1 0.5007637 161
## CD79B 0.5110345 115
## VEGFA 0.5836914 70
## IL7R 0.5050360 132
## TSPAN32 0.5074035 82
## EOMES 0.5424811 88
## ZNF683 0.5282613 88
## CCR8 0.5102523 120
## CD94.KLRD1.AHS0085.pAbO 0.8890342 6
## NCAM1 0.5174184 101
## CCR7.CCR7.AHS0273.pAbO 0.5015943 101
## FAS 0.5190947 104
## ITGAX 0.6488853 15
## CD38 0.5578233 81
## RORA 0.5199969 104
## TNFSF8 0.5074179 125
## CX3CR1.CX3CR1.AHS0125.pAbO 0.4997843 260
## TMEM97 0.6101328 41
## FBXO22 0.5288817 106
## CD45RO.PTPRC.AHS0036.pAbO 0.5523523 75
## GIMAP7 0.4897557 316
## FOXO1 0.5046169 130
## IgG.IGHG1_2_3_4.AHS0059.pAbO 0.7149933 28
## CD44 0.5488009 50
## FOXO3 0.4799806 313
## KIR2DL1 0.7601136 23
## LEF1 0.5806163 71
## OAS1 0.5132537 109
## HLA.DMA 0.5913825 67
## CD45RA.HI100.PTPRC.AHS0009.pAbO 0.6275943 23
## TRAT1 0.5373218 92
## CD8A 0.6687662 44
## PSEN1 0.4778111 324
## HLA.DMB 0.6498523 52
## GAB2 0.5033099 149
## C10orf54 0.5209202 65
## TARP_refseq 0.5197412 114
## CD81.CD81.AHS0021.pAbO 0.7168488 22
## IL18 0.5068488 131
## FAM65B 0.4795498 315
## HLA.DQB1 0.6244444 59
## CBLB 0.4983217 277
## LGALS9 0.4938104 310
## CNOT2 0.4635790 319
## PRDM1 0.5074146 81
## CD33 0.5564914 76
## ZBTB16 0.4926397 302
## CCR2 0.4879986 321
## IL12RB1 0.5206631 113
## CXCR6 0.4827729 311
## HMGB2 0.5483695 74
## ANXA5 0.5546725 73
## IL18RAP 0.4813324 315
## CD279.EH12.1.PDCD1.AHS0014.pAbO 0.5103313 117
## TGFB1 0.4769519 302
## DUSP1 0.4682600 321
## LGALS3 0.4961733 290
## CXCL5 0.4686077 341
## GZMH 0.6537601 50
## KLRC1 0.6391679 55
## PCNA 0.5693665 55
## CD161.DX12.KLRB1.AHS0002.pAbO 0.5559865 72
## ITGAE 0.5110205 116
## CD74 0.6620116 47
## IL18R1 0.5031847 156
## CD300A 0.5597784 79
## GNLY 0.5491273 85
## STAT1 0.5348330 82
## CTSD 0.4449282 336
## CD247 0.6930739 35
## VNN2 0.4655828 343
## PDIA4 0.4882494 324
## ITGA4 0.4812512 316
## CD102.ICAM2.AHS0155.pAbO 0.5229528 98
## DPP4 0.4645446 338
## CD33.WM53.CD33.AHS0044.pAbO 0.5771475 50
## FYN 0.5691151 76
## NINJ2 0.5544386 83
## TRAC 0.5754602 62
## STAT3 0.4718275 309
## IGBP1 0.4273699 367
## ADA 0.4977616 285
## IFITM3 0.5941510 38
## ITGAM 0.4881957 303
## ADGRG3 0.4551361 349
## XBP1 0.4574070 351
## TIAF1 0.4495198 353
## CCR1 0.4979393 281
## GZMA 0.6478518 25
## ENTPD1 0.4566884 347
## PIK3AP1 0.4615229 337
## IFNGR1 0.4263966 363
## ATF6B 0.4425806 366
## FYB 0.4593021 350
## CD7 0.4640272 339
## ITGB2 0.8761807 7
## GLG1 0.4552061 341
## KLRF1 0.7639509 21
## PDIA6 0.4935282 314
## SPOCK2 0.4672560 337
## TRDC 0.5282943 98
## TRIB2 0.5119325 112
## FCGR3A 0.7815324 19
## LIPA 0.4443656 363
## GAPDH 0.5981278 57
## LAP3 0.4503642 356
## KIT 0.5657446 61
## CST7 0.6902625 38
## CD2 0.6146731 63
## STAT4 0.4096923 374
## CCR5 0.4718681 329
## CCL5 0.6645904 46
## BTG1 0.5194418 67
## LYN 0.4213695 380
## APOBEC3G 0.6273339 58
## CD52 0.5056958 140
## LGALS1 0.4834393 328
## CCR6 0.4632752 349
## LAT 0.4108718 384
## IFITM2 0.5218153 94
## GZMK 0.8092579 14
## CXCR3 0.6231255 61
## BCL2 0.4326544 366
## TNFSF10 0.4521424 355
## CD244 0.4577308 346
## GNAI2 0.4448170 362
## RPN2 0.4478970 358
## GIMAP5 0.5030366 136
## IL32 0.5126865 111
## IKZF1 0.4711149 338
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 0.5217302 100
## S100A10 0.3833218 399
## VPS28 0.3678489 417
## ITGAL 0.4276618 374
## NCR3 0.5301981 96
## GIMAP2 0.4007311 396
## CASP5 0.3533122 400
## IL4R 0.3927874 381
## LAT2 0.4712890 333
## IL23R 0.3977328 398
## CASP3 0.3537799 400
## LCK 0.4604200 343
## CD48 0.3706700 410
## KLRK1 0.3532192 410
## IL2RB 0.4208840 376
## CD3E 0.3460998 415
## NKG7 0.7365400 26
## PIK3IP1 0.3694904 391
## FCER1G 0.3823562 401
## RUNX3 0.3166950 414
## CCND2 0.3868473 381
## BIN2 0.3120849 435
## CD335.NCR1.AHS0068.pAbO 0.3857944 409
## PTPRC 0.3057451 429
## KLRB1 0.4500568 329
## BAX 0.3627825 424
## CTSW 0.4122214 384
## TXK 0.3288727 423
## DOCK8 0.3007631 449
## CD37 0.3647128 394
## TRBC2 0.3257128 437
## LAMP1 0.3156740 425
## ARL4C 0.3059702 446
## PRF1 0.3144290 426
## CXCR4 0.3920435 382
## CD63 0.3710727 420
## HLA.A 0.2538672 449
## HLA.C 0.2639509 454
## SELPLG 0.2038863 467
## mean.logFC.detected
## CSF2 3.641704e-01
## CCL4 1.218244e-02
## EGR3 1.621280e+00
## XCL1 1.105304e+00
## CCL3 8.933617e-02
## DUSP2 5.846581e-01
## IER3 1.011669e+00
## ICAM1 3.388165e-01
## TNF 1.653532e-01
## IFNG 6.274406e-01
## BCL2A1 1.151760e+00
## MYC 6.079987e-01
## CCL1 6.841216e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 5.211943e-02
## GZMB 3.407865e-03
## IRF8 1.329138e-01
## NAMPT 9.230047e-01
## CD4.SK3.CD4.AHS0032.pAbO 6.832347e-01
## BIRC3 3.495135e-01
## CD18.ITGB2.AHS0091.pAbO 6.158786e-04
## TBX21 3.787950e-01
## CD2.CD2.AHS0029.pAbO 6.158786e-04
## EGR1 8.467615e-01
## SEMA7A 1.329902e+00
## LTA 7.430873e-01
## CD69.CD69.AHS0010.pAbO 2.919749e-04
## FOSB 1.366004e+00
## FN1 1.214739e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO 1.866902e-01
## IRF4 1.280554e+00
## CD70 5.732946e-01
## FASLG 7.898958e-01
## ZBED2 2.213653e+00
## CD26.DPP4.AHS0109.pAbO -6.406853e-17
## CD38.HIT2.CD38.AHS0022.pAbO 4.375253e-03
## IL2RA 2.260536e-01
## LIF 7.289906e-01
## CD226.CD226.AHS0079.pAbO 3.288266e-02
## CD69 1.849060e-01
## TNFRSF8 1.661447e+00
## Tim3.HAVCR2.AHS0016.pAbO 6.158786e-04
## TNFSF14 2.679153e-01
## IL13 1.803600e+00
## LAIR2 8.541190e-01
## JUNB 1.145156e+00
## FOSL1 2.041933e+00
## ITK 2.351583e-01
## BACH2 9.295952e-01
## TNFRSF1B 1.695608e-01
## STAT5A 3.715528e-01
## CD80 9.846836e-01
## CD39.ENTPD1.AHS0006.pAbO 1.669918e-03
## CD7.CD7.AHS0043.pAbO -6.406853e-17
## CD152.CTLA4.AHS0017.pAbO -7.091044e-05
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 7.927205e-03
## JUN 5.434831e-01
## IL12RB2 6.621512e-01
## YBX3 6.742487e-01
## IL1RN 1.647127e+00
## HLA.DRA 4.924412e-01
## HLA.DRB3 6.611041e-01
## IL3RA 9.213949e-01
## DUSP4 2.594199e-01
## IL3 1.491161e+00
## KLRC3 4.345540e-01
## FTH1 6.980272e-01
## IgM.IGHM.AHS0198.pAbO 5.477107e-02
## PYCR1 8.689669e-01
## CD25.2A3.IL2RA.AHS0026.pAbO 1.085743e-01
## CLEC2D 6.838278e-01
## TK1 6.278375e-01
## CD72 1.074649e+00
## UBE2C 7.534010e-01
## CD274 1.159004e+00
## TIGIT 4.907400e-01
## TNFRSF9 3.060619e+00
## CD14.MPHIP9.CD14.AHS0037.pAbO 9.384458e-02
## CD9 3.520917e-01
## HLA.DPB1 4.811703e-01
## IL15RA 3.623732e-01
## TYMS 2.512605e-01
## GATA3 6.577673e-01
## CTLA4 1.476073e+00
## CD314.KLRK1.AHS0065.pAbO -1.663491e-05
## CD3D 4.589907e-01
## LAMP3 1.122000e+00
## KIAA0101 4.434825e-01
## AIM2 8.914920e-01
## CCNB1 6.562529e-01
## IL1B 2.778748e+00
## IER5 4.771785e-01
## POU2AF1 3.471097e+00
## CD27.L128.CD27.AHS0249.pAbO 1.061954e-01
## CD40LG 6.537350e-01
## AURKB 4.952954e-01
## CXCL16 4.553216e-01
## FOXP1 2.306100e-01
## TCF7 1.170459e+00
## IL4 2.027202e+00
## CD40.CD40.AHS0117.pAbO 1.104611e-01
## B3GAT1 8.375742e-01
## CXCL8 1.941014e+00
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 3.030116e-02
## TNFRSF4 5.376514e-01
## MCM4 3.865756e-01
## IL1RL1 6.086290e-01
## IL6 4.575013e-01
## CD5.UCHT2.CD5.AHS0047.pAbO 7.110537e-02
## SLAMF1 1.124205e+00
## CD86 5.507769e-01
## CD200 2.795366e+00
## LILRB4 1.371861e+00
## LAG3 7.597803e-01
## IL6R 2.466994e+00
## TGFBI 4.626775e-01
## QPCT 2.124690e-01
## IL2 1.292958e+00
## HAVCR2 5.758865e-02
## CD79A 4.137229e-01
## MGST1 7.061499e-01
## SLC25A37 2.884679e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 9.941776e-02
## CD215.IL15RA.AHS0212.pAbO 8.943073e-04
## ADGRE1 6.793251e-01
## CD3G 8.341964e-01
## SLC7A7 8.426727e-01
## CLEC4D 1.568055e+00
## IL12A 9.938124e-01
## CCL22 1.338145e+00
## IL1R2 1.502062e+00
## S100A9 8.708867e-01
## IL5 9.214449e-01
## BCL6 1.050952e-01
## VMO1 2.215837e-01
## CD127.IL7R.AHS0028.pAbO 5.423974e-03
## CCL2 6.356077e-01
## EPX 7.185101e-01
## IL22 7.185101e-01
## LRRC32 7.185101e-01
## CXCL3 5.812368e-01
## SPP1 5.812368e-01
## CLEC4E 4.412151e-01
## PI3 3.039418e-01
## CD24 3.090839e-01
## KCNE3 5.185101e-01
## CD28 2.535088e-01
## GZMM 7.789882e-02
## ALAS2 0.000000e+00
## APOE 0.000000e+00
## AQP9 0.000000e+00
## AZU1 0.000000e+00
## BLK 0.000000e+00
## BLNK 0.000000e+00
## BPI 0.000000e+00
## C1QA 0.000000e+00
## C1QB 0.000000e+00
## CCL13 0.000000e+00
## CCL17 0.000000e+00
## CCL19 0.000000e+00
## CCR9 0.000000e+00
## CD1B 0.000000e+00
## CD209 0.000000e+00
## CD22 0.000000e+00
## CD34 0.000000e+00
## CEACAM8 0.000000e+00
## CHI3L1 0.000000e+00
## CLC 0.000000e+00
## CLEC10A 0.000000e+00
## CPA3 0.000000e+00
## CXCL11 0.000000e+00
## CXCL13 0.000000e+00
## CXCL9 0.000000e+00
## DEFA3 0.000000e+00
## DEFA4 0.000000e+00
## EBF1 0.000000e+00
## ELANE 0.000000e+00
## F13A1 0.000000e+00
## FCER1A 0.000000e+00
## FCER2 0.000000e+00
## FCN1 0.000000e+00
## GHR 0.000000e+00
## IGHD_membrane 0.000000e+00
## IGHE_secreted 0.000000e+00
## IGHG1_membrane 0.000000e+00
## IGHG2_secreted 0.000000e+00
## IGHG4_secreted 0.000000e+00
## IGLC3 0.000000e+00
## IL17A 0.000000e+00
## IL17F 0.000000e+00
## IL21 0.000000e+00
## IL25 0.000000e+00
## IL31 0.000000e+00
## IL33 0.000000e+00
## IL9 0.000000e+00
## MME 0.000000e+00
## MMP12 0.000000e+00
## S100A12 0.000000e+00
## TCL1A 0.000000e+00
## TLR8 0.000000e+00
## TNFRSF17 0.000000e+00
## VPREB3 0.000000e+00
## AOC3 -1.372733e-01
## CMKLR1 6.933519e-01
## ARG1 -1.707505e-01
## CD36 -1.707505e-01
## CNTNAP3 -1.707505e-01
## FLT3 -1.707505e-01
## IGHG1_secreted -1.707505e-01
## IGHG3_secreted -1.707505e-01
## RNASE2 -1.707505e-01
## CXCL2 -2.000000e-01
## MS4A1 -2.299105e-01
## TREM1 5.825482e-01
## CCR4 -3.080238e-01
## IFNA1 -3.080238e-01
## CD5 6.757151e-02
## CD163 -4.006610e-01
## CD4 -2.598390e-02
## BTLA -3.549331e-01
## CTSG 4.623768e-01
## CD40 -1.512797e-01
## MMP9 -4.922064e-01
## F5 3.812368e-01
## CR2 -5.469030e-01
## CD1C -6.548565e-01
## CXCL10 -3.065062e-01
## CXCR2 -3.963155e-01
## IGHM_membrane 1.188764e-01
## MITF -2.000000e-01
## JCHAIN -4.000000e-01
## CD1A 6.006539e-01
## IGHM_secreted -1.046624e+00
## THBD -4.999234e-01
## TLR2 1.680016e-01
## TPSAB1 6.119398e-01
## VSIG4 -1.056879e-01
## FAM129C -9.469030e-01
## CXCL1 -3.169925e-01
## ZAP70 7.157190e-02
## CD8.SK1.CD8A.AHS0228.pAbO 1.070909e-02
## PDCD1 -2.313574e-01
## TNFRSF13C -3.688898e-01
## TNFRSF18 3.497812e-01
## TOP2A 3.687467e-01
## PAX5 4.651048e-01
## CCR10 -1.146903e+00
## LY86 -2.242893e-01
## CD8B -2.510333e-01
## CD27 -1.318614e-01
## NT5E 7.706295e-01
## CXCR1 -1.004196e+00
## FOXP3 1.968628e-01
## CD22.CD22.AHS0195.pAbO 3.436270e-02
## PECAM1 4.702205e-01
## CSF3 -7.707256e-01
## CMTM2 -1.482441e-01
## CCR7 -6.560425e-01
## TGFB3 -6.975510e-01
## TLR7 4.433978e-01
## MKI67 9.732786e-01
## CHI3L2 -3.312694e-01
## CXCR5 1.047331e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO -6.406853e-17
## TLR9 -6.952214e-01
## CD14 -6.445285e-01
## CD103.ITGAE.AHS0001.pAbO 5.011434e-02
## CD95.FAS.AHS0023.pAbO -6.406853e-17
## IGKC 4.854707e-01
## CCR3 -1.277285e+00
## CCL20 -1.012377e+00
## CD3.SK7.CD3E.AHS0033.pAbO 6.551829e-02
## LTB -2.073567e-01
## TCF4 -2.076232e-01
## STAT6 5.797251e-02
## CX3CR1 -4.346292e-01
## CD6 6.594311e-02
## RNASE6 -2.328862e-01
## RGS1 2.730656e-01
## NRP1 5.272085e-03
## PMCH 9.681208e-02
## HLA.DQA1 4.013291e-01
## SELL 1.506547e-02
## IL15 -7.100075e-02
## HLA.DPA1 2.987019e-01
## FUT4 -1.439468e-01
## HMMR 7.598859e-01
## KLRC4 -8.314694e-02
## CD28.CD28.2.CD28.AHS0024.pAbO 4.112998e-02
## PTGDR2 5.840893e-01
## S1PR1 -1.242779e-01
## IGHA1_secreted -1.768855e+00
## SNCA -4.125973e-01
## MZB1 3.149285e-01
## TNFRSF25 -1.391234e+00
## ICOS 1.555211e-01
## MCM2 2.692877e-01
## TNFSF13B -2.407175e-01
## THBS1 -6.295983e-01
## CD1D.CD1D.AHS0219.pAbO 1.149381e-02
## RORC 7.820134e-01
## BCL11B 1.696737e-01
## CD160 -3.071898e-01
## TNFSF13 -3.399441e-01
## CD34.581.CD34.AHS0061.pAbO 1.925090e-02
## IL9R -5.653371e-01
## PTTG2 3.271256e-01
## PASK 5.036906e-02
## KDELR1 -1.603266e-01
## IKZF2 -5.505188e-01
## KLRG1 -1.211927e+00
## CD79B -6.730651e-01
## VEGFA 1.893648e-01
## IL7R -1.046655e+00
## TSPAN32 -2.382538e-01
## EOMES -5.775050e-02
## ZNF683 1.318179e-01
## CCR8 -4.671427e-03
## CD94.KLRD1.AHS0085.pAbO 3.640957e-03
## NCAM1 -6.311609e-02
## CCR7.CCR7.AHS0273.pAbO 2.903903e-02
## FAS 1.956188e-01
## ITGAX 1.848628e-01
## CD38 8.099493e-02
## RORA -3.994426e-01
## TNFSF8 -5.884114e-01
## CX3CR1.CX3CR1.AHS0125.pAbO 1.112997e-02
## TMEM97 3.236793e-01
## FBXO22 -1.224372e-02
## CD45RO.PTPRC.AHS0036.pAbO 8.841377e-03
## GIMAP7 -1.802899e+00
## FOXO1 -4.791713e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO 3.317033e-03
## CD44 8.696049e-02
## FOXO3 -4.579442e-01
## KIR2DL1 2.361984e-01
## LEF1 1.095856e-01
## OAS1 -2.295925e-01
## HLA.DMA 2.184505e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO 1.882422e-02
## TRAT1 -2.828805e-01
## CD8A 1.521540e-01
## PSEN1 -1.863871e-01
## HLA.DMB 2.253556e-01
## GAB2 -9.270354e-02
## C10orf54 1.172226e-01
## TARP_refseq 1.127101e-01
## CD81.CD81.AHS0021.pAbO -6.406853e-17
## IL18 -5.784472e-01
## FAM65B -6.938252e-01
## HLA.DQB1 2.372915e-01
## CBLB 3.666398e-02
## LGALS9 -3.272095e-01
## CNOT2 1.352690e-01
## PRDM1 9.345223e-02
## CD33 -4.846338e-02
## ZBTB16 -1.450048e-01
## CCR2 -1.272645e+00
## IL12RB1 -6.952650e-02
## CXCR6 -2.404673e-01
## HMGB2 3.013526e-03
## ANXA5 7.042776e-02
## IL18RAP 4.670157e-02
## CD279.EH12.1.PDCD1.AHS0014.pAbO -1.051388e-02
## TGFB1 -6.953318e-02
## DUSP1 -4.981686e-01
## LGALS3 -2.063368e-01
## CXCL5 1.930891e-02
## GZMH 4.333949e-02
## KLRC1 4.228562e-02
## PCNA 3.795349e-02
## CD161.DX12.KLRB1.AHS0002.pAbO 4.308421e-03
## ITGAE -2.104589e-03
## CD74 1.361561e-02
## IL18R1 3.929799e-02
## CD300A 8.815985e-02
## GNLY -6.406853e-17
## STAT1 -3.543548e-02
## CTSD -2.474691e-02
## CD247 1.508984e-01
## VNN2 -1.924152e-01
## PDIA4 5.749042e-02
## ITGA4 -3.161310e-01
## CD102.ICAM2.AHS0155.pAbO 8.029531e-04
## DPP4 -3.063444e-02
## CD33.WM53.CD33.AHS0044.pAbO -1.829950e-03
## FYN 1.818450e-02
## NINJ2 1.036477e-02
## TRAC -1.574378e-01
## STAT3 -1.772612e-02
## IGBP1 -3.811198e-02
## ADA 4.634700e-02
## IFITM3 1.172650e-01
## ITGAM 6.935721e-02
## ADGRG3 -4.443505e-01
## XBP1 2.967569e-02
## TIAF1 -2.284699e-01
## CCR1 -3.955817e-01
## GZMA 9.803106e-04
## ENTPD1 -3.756970e-02
## PIK3AP1 -7.416223e-03
## IFNGR1 -1.248164e-01
## ATF6B -6.079120e-02
## FYB -2.579542e-01
## CD7 -2.767484e-02
## ITGB2 1.023354e-01
## GLG1 -3.092963e-01
## KLRF1 1.684611e-01
## PDIA6 5.477533e-02
## SPOCK2 -8.120343e-01
## TRDC 3.561132e-02
## TRIB2 -2.324536e-01
## FCGR3A 1.368160e-01
## LIPA -1.227984e-01
## GAPDH -6.406853e-17
## LAP3 5.262179e-02
## KIT -2.699598e-01
## CST7 3.521229e-02
## CD2 5.710327e-02
## STAT4 1.302699e-02
## CCR5 -3.489284e-01
## CCL5 2.572261e-02
## BTG1 4.805550e-03
## LYN 2.318462e-02
## APOBEC3G 1.098575e-02
## CD52 2.219059e-03
## LGALS1 -3.208842e-04
## CCR6 -8.614625e-01
## LAT -3.183612e-01
## IFITM2 4.107126e-02
## GZMK 1.443660e-01
## CXCR3 4.195084e-02
## BCL2 -1.732511e-01
## TNFSF10 9.940134e-03
## CD244 -1.584966e-01
## GNAI2 4.956373e-03
## RPN2 2.300046e-02
## GIMAP5 -6.125165e-01
## IL32 3.350023e-03
## IKZF1 -1.252057e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -1.495748e-02
## S100A10 6.956131e-03
## VPS28 -9.630174e-02
## ITGAL -4.290866e-02
## NCR3 1.309900e-02
## GIMAP2 -8.234547e-01
## CASP5 -1.148771e-01
## IL4R 8.749056e-03
## LAT2 -5.835712e-02
## IL23R -1.221046e-01
## CASP3 -8.548900e-02
## LCK -8.162007e-03
## CD48 -8.109073e-04
## KLRK1 -2.031615e-03
## IL2RB -4.639456e-05
## CD3E 6.633036e-03
## NKG7 2.747208e-03
## PIK3IP1 -1.318782e+00
## FCER1G -6.094473e-04
## RUNX3 -4.462943e-03
## CCND2 -1.711118e-03
## BIN2 -1.479366e-01
## CD335.NCR1.AHS0068.pAbO -6.414288e-04
## PTPRC -1.402637e-02
## KLRB1 -9.544873e-02
## BAX -5.992082e-02
## CTSW 1.821585e-04
## TXK -2.756979e-01
## DOCK8 -6.349402e-02
## CD37 -6.118002e-02
## TRBC2 1.482329e-03
## LAMP1 -1.514746e-02
## ARL4C -2.801577e-01
## PRF1 -3.454155e-04
## CXCR4 -4.795239e-01
## CD63 3.398145e-04
## HLA.A -6.406853e-17
## HLA.C -6.406853e-17
## SELPLG -2.247283e-01
## min.logFC.detected
## CSF2 2.218579e-01
## CCL4 -4.119604e-04
## EGR3 6.088087e-01
## XCL1 5.608654e-01
## CCL3 -7.831248e-03
## DUSP2 2.019191e-02
## IER3 5.374895e-01
## ICAM1 2.060818e-01
## TNF 6.900869e-02
## IFNG 4.038664e-01
## BCL2A1 4.462586e-01
## MYC 2.839526e-01
## CCL1 4.266133e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1.144542e-03
## GZMB -3.203427e-16
## IRF8 2.667092e-02
## NAMPT 4.658489e-01
## CD4.SK3.CD4.AHS0032.pAbO 1.575937e-01
## BIRC3 1.269418e-01
## CD18.ITGB2.AHS0091.pAbO -3.203427e-16
## TBX21 6.527364e-02
## CD2.CD2.AHS0029.pAbO -3.203427e-16
## EGR1 2.511775e-01
## SEMA7A 4.104414e-01
## LTA 2.479134e-01
## CD69.CD69.AHS0010.pAbO -3.203427e-16
## FOSB 6.396174e-01
## FN1 4.594530e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO 4.564717e-02
## IRF4 6.434667e-01
## CD70 -5.421674e-02
## FASLG 2.255628e-01
## ZBED2 1.308893e+00
## CD26.DPP4.AHS0109.pAbO -3.203427e-16
## CD38.HIT2.CD38.AHS0022.pAbO 1.039780e-03
## IL2RA 8.971341e-03
## LIF -1.400987e-01
## CD226.CD226.AHS0079.pAbO 3.860157e-03
## CD69 2.537566e-02
## TNFRSF8 -4.009064e-01
## Tim3.HAVCR2.AHS0016.pAbO -3.203427e-16
## TNFSF14 1.419224e-01
## IL13 1.276191e+00
## LAIR2 2.674212e-01
## JUNB 5.935327e-01
## FOSL1 1.073001e+00
## ITK 1.074518e-01
## BACH2 6.616870e-01
## TNFRSF1B 1.958217e-02
## STAT5A 1.404437e-01
## CD80 6.498859e-01
## CD39.ENTPD1.AHS0006.pAbO -3.085127e-03
## CD7.CD7.AHS0043.pAbO -3.203427e-16
## CD152.CTLA4.AHS0017.pAbO -4.121397e-04
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO -3.707500e-03
## JUN 2.347995e-01
## IL12RB2 -1.422617e-01
## YBX3 -3.646843e-02
## IL1RN 3.514912e-01
## HLA.DRA -2.162869e-01
## HLA.DRB3 -2.110049e-01
## IL3RA 2.157110e-01
## DUSP4 -4.748693e-02
## IL3 6.591147e-01
## KLRC3 1.218870e-01
## FTH1 -2.106249e-02
## IgM.IGHM.AHS0198.pAbO 1.464029e-02
## PYCR1 -7.431082e-01
## CD25.2A3.IL2RA.AHS0026.pAbO -4.974656e-02
## CLEC2D -3.723569e-02
## TK1 -9.815138e-01
## CD72 1.336042e-01
## UBE2C -1.204877e+00
## CD274 1.631832e-01
## TIGIT -2.869671e-01
## TNFRSF9 6.701548e-01
## CD14.MPHIP9.CD14.AHS0037.pAbO 4.360062e-02
## CD9 -5.142667e-01
## HLA.DPB1 -2.157013e-01
## IL15RA -1.264102e-01
## TYMS -4.264665e-01
## GATA3 1.501121e-01
## CTLA4 2.170223e-01
## CD314.KLRK1.AHS0065.pAbO -8.243972e-04
## CD3D -2.551595e-02
## LAMP3 1.365345e-01
## KIAA0101 -8.430370e-01
## AIM2 1.137957e-01
## CCNB1 -1.174221e+00
## IL1B 1.039239e+00
## IER5 -1.186217e-01
## POU2AF1 2.310579e+00
## CD27.L128.CD27.AHS0249.pAbO -1.970486e-02
## CD40LG -1.354732e+00
## AURKB -1.108453e+00
## CXCL16 -1.785543e-01
## FOXP1 -2.202977e-01
## TCF7 -2.530662e-01
## IL4 1.011496e+00
## CD40.CD40.AHS0117.pAbO 1.945015e-02
## B3GAT1 1.371923e-01
## CXCL8 3.252219e-01
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO -7.212931e-04
## TNFRSF4 -3.753933e-01
## MCM4 -5.401443e-01
## IL1RL1 -7.426768e-01
## IL6 -4.797825e-01
## CD5.UCHT2.CD5.AHS0047.pAbO -3.180741e-02
## SLAMF1 -7.907157e-02
## CD86 -1.201496e+00
## CD200 1.453273e+00
## LILRB4 -3.059277e-01
## LAG3 -9.989801e-01
## IL6R 3.810460e-01
## TGFBI -4.822846e-02
## QPCT -5.903080e-01
## IL2 1.036026e+00
## HAVCR2 -2.220861e-04
## CD79A 8.896977e-02
## MGST1 -1.375069e+00
## SLC25A37 -8.355727e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 4.577011e-03
## CD215.IL15RA.AHS0212.pAbO -1.234487e-03
## ADGRE1 -4.925134e-01
## CD3G -5.707108e-03
## SLC7A7 2.070832e-01
## CLEC4D 6.181044e-01
## IL12A 1.710848e-01
## CCL22 6.181044e-01
## IL1R2 4.866041e-01
## S100A9 -1.501723e-01
## IL5 -4.115063e-01
## BCL6 -1.320748e-01
## VMO1 -6.290675e-02
## CD127.IL7R.AHS0028.pAbO -7.487295e-03
## CCL2 -3.322719e-01
## EPX 1.810571e-01
## IL22 1.810571e-01
## LRRC32 1.810571e-01
## CXCL3 1.810571e-01
## SPP1 1.810571e-01
## CLEC4E -3.864750e-01
## PI3 -3.864750e-01
## CD24 -4.452124e-01
## KCNE3 -5.184058e-01
## CD28 -6.914339e-01
## GZMM -9.451356e-01
## ALAS2 0.000000e+00
## APOE 0.000000e+00
## AQP9 0.000000e+00
## AZU1 0.000000e+00
## BLK 0.000000e+00
## BLNK 0.000000e+00
## BPI 0.000000e+00
## C1QA 0.000000e+00
## C1QB 0.000000e+00
## CCL13 0.000000e+00
## CCL17 0.000000e+00
## CCL19 0.000000e+00
## CCR9 0.000000e+00
## CD1B 0.000000e+00
## CD209 0.000000e+00
## CD22 0.000000e+00
## CD34 0.000000e+00
## CEACAM8 0.000000e+00
## CHI3L1 0.000000e+00
## CLC 0.000000e+00
## CLEC10A 0.000000e+00
## CPA3 0.000000e+00
## CXCL11 0.000000e+00
## CXCL13 0.000000e+00
## CXCL9 0.000000e+00
## DEFA3 0.000000e+00
## DEFA4 0.000000e+00
## EBF1 0.000000e+00
## ELANE 0.000000e+00
## F13A1 0.000000e+00
## FCER1A 0.000000e+00
## FCER2 0.000000e+00
## FCN1 0.000000e+00
## GHR 0.000000e+00
## IGHD_membrane 0.000000e+00
## IGHE_secreted 0.000000e+00
## IGHG1_membrane 0.000000e+00
## IGHG2_secreted 0.000000e+00
## IGHG4_secreted 0.000000e+00
## IGLC3 0.000000e+00
## IL17A 0.000000e+00
## IL17F 0.000000e+00
## IL21 0.000000e+00
## IL25 0.000000e+00
## IL31 0.000000e+00
## IL33 0.000000e+00
## IL9 0.000000e+00
## MME 0.000000e+00
## MMP12 0.000000e+00
## S100A12 0.000000e+00
## TCL1A 0.000000e+00
## TLR8 0.000000e+00
## TNFRSF17 0.000000e+00
## VPREB3 0.000000e+00
## AOC3 -6.863664e-01
## CMKLR1 -1.046921e+00
## ARG1 -8.537526e-01
## CD36 -8.537526e-01
## CNTNAP3 -8.537526e-01
## FLT3 -8.537526e-01
## IGHG1_secreted -8.537526e-01
## IGHG3_secreted -8.537526e-01
## RNASE2 -8.537526e-01
## CXCL2 -1.000000e+00
## MS4A1 -1.149553e+00
## TREM1 -8.463491e-01
## CCR4 -8.537526e-01
## IFNA1 -8.537526e-01
## CD5 -1.294931e+00
## CD163 -1.149553e+00
## CD4 -1.046973e+00
## BTLA -1.774666e+00
## CTSG -1.626030e+00
## CD40 -1.276396e+00
## MMP9 -1.774666e+00
## F5 -8.189429e-01
## CR2 -1.584963e+00
## CD1C -1.774666e+00
## CXCL10 -1.103368e+00
## CXCR2 -1.106471e+00
## IGHM_membrane -1.181414e+00
## MITF -1.000000e+00
## JCHAIN -1.000000e+00
## CD1A -1.449738e+00
## IGHM_secreted -2.546752e+00
## THBD -1.499617e+00
## TLR2 -1.261387e+00
## TPSAB1 -1.631884e+00
## VSIG4 -1.403905e+00
## FAM129C -1.584963e+00
## CXCL1 -1.584963e+00
## ZAP70 -3.463166e-01
## CD8.SK1.CD8A.AHS0228.pAbO -1.382181e-02
## PDCD1 -1.951684e+00
## TNFRSF13C -1.832734e+00
## TNFRSF18 -1.286589e+00
## TOP2A -9.809174e-01
## PAX5 -1.186483e+00
## CCR10 -3.000000e+00
## LY86 -7.489230e-01
## CD8B -1.325668e+00
## CD27 -1.858024e+00
## NT5E -2.234686e+00
## CXCR1 -2.656260e+00
## FOXP3 -1.152397e+00
## CD22.CD22.AHS0195.pAbO -6.196689e-03
## PECAM1 -6.371115e-01
## CSF3 -2.626298e+00
## CMTM2 -8.355956e-01
## CCR7 -1.919523e+00
## TGFB3 -1.573596e+00
## TLR7 -2.720818e+00
## MKI67 -1.615158e+00
## CHI3L2 -8.344647e-01
## CXCR5 -1.996471e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO -3.203427e-16
## TLR9 -2.120493e+00
## CD14 -1.516852e+00
## CD103.ITGAE.AHS0001.pAbO -9.472990e-02
## CD95.FAS.AHS0023.pAbO -3.203427e-16
## IGKC -1.896730e+00
## CCR3 -2.314402e+00
## CCL20 -3.431312e+00
## CD3.SK7.CD3E.AHS0033.pAbO 2.515229e-02
## LTB -7.125304e-01
## TCF4 -1.738473e+00
## STAT6 -2.102733e-01
## CX3CR1 -7.518481e-01
## CD6 -1.443741e+00
## RNASE6 -1.099577e+00
## RGS1 -3.475602e-01
## NRP1 -1.269675e+00
## PMCH -1.455092e+00
## HLA.DQA1 -4.270174e-01
## SELL -9.362847e-01
## IL15 -3.509846e-01
## HLA.DPA1 -6.733633e-02
## FUT4 -6.048530e-01
## HMMR -1.674742e+00
## KLRC4 -4.307817e-01
## CD28.CD28.2.CD28.AHS0024.pAbO -2.454011e-02
## PTGDR2 -2.892350e+00
## S1PR1 -7.979246e-01
## IGHA1_secreted -2.584386e+00
## SNCA -1.068780e+00
## MZB1 -1.833212e-01
## TNFRSF25 -4.815975e+00
## ICOS -2.502537e-01
## MCM2 -4.803669e-01
## TNFSF13B -9.297587e-01
## THBS1 -1.661270e+00
## CD1D.CD1D.AHS0219.pAbO -6.874624e-03
## RORC -2.711205e+00
## BCL11B -5.697054e-01
## CD160 -2.041776e+00
## TNFSF13 -6.531926e-01
## CD34.581.CD34.AHS0061.pAbO -1.645698e-02
## IL9R -1.706601e+00
## PTTG2 -1.111177e+00
## PASK -9.176723e-01
## KDELR1 -8.319851e-01
## IKZF2 -1.470769e+00
## KLRG1 -2.298608e+00
## CD79B -1.946277e+00
## VEGFA -4.038435e-01
## IL7R -2.372025e+00
## TSPAN32 -6.678994e-01
## EOMES -8.275594e-01
## ZNF683 -1.854060e+00
## CCR8 -3.089770e+00
## CD94.KLRD1.AHS0085.pAbO -3.690482e-04
## NCAM1 -6.149710e-01
## CCR7.CCR7.AHS0273.pAbO 8.366152e-03
## FAS -2.099314e-01
## ITGAX -8.312402e-02
## CD38 -1.046046e+00
## RORA -1.063525e+00
## TNFSF8 -1.706440e+00
## CX3CR1.CX3CR1.AHS0125.pAbO -1.859889e-02
## TMEM97 -6.368778e-01
## FBXO22 -6.186936e-01
## CD45RO.PTPRC.AHS0036.pAbO -5.462248e-03
## GIMAP7 -2.296956e+00
## FOXO1 -1.290735e+00
## IgG.IGHG1_2_3_4.AHS0059.pAbO -4.119604e-04
## CD44 -2.308749e-02
## FOXO3 -5.802577e-01
## KIR2DL1 -1.173859e-01
## LEF1 -6.192685e-01
## OAS1 -9.770012e-01
## HLA.DMA -1.746257e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO -2.954392e-02
## TRAT1 -1.385266e+00
## CD8A -3.950919e-01
## PSEN1 -3.491346e-01
## HLA.DMB -3.207150e-01
## GAB2 -4.296965e-01
## C10orf54 -4.466207e-02
## TARP_refseq -5.722217e-02
## CD81.CD81.AHS0021.pAbO -3.203427e-16
## IL18 -1.242641e+00
## FAM65B -9.408953e-01
## HLA.DQB1 -7.597190e-01
## CBLB -2.375201e-02
## LGALS9 -9.524693e-01
## CNOT2 2.731095e-02
## PRDM1 -2.579452e-02
## CD33 -1.522498e+00
## ZBTB16 -4.896103e-01
## CCR2 -1.910725e+00
## IL12RB1 -5.009323e-01
## CXCR6 -4.545291e-01
## HMGB2 -6.595568e-01
## ANXA5 -4.722830e-02
## IL18RAP -1.656216e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO -4.306376e-02
## TGFB1 -1.737602e-01
## DUSP1 -8.975554e-01
## LGALS3 -1.372525e+00
## CXCL5 -1.924266e-01
## GZMH -4.992413e-01
## KLRC1 -1.100611e-02
## PCNA -2.995067e-01
## CD161.DX12.KLRB1.AHS0002.pAbO -1.403552e-02
## ITGAE -5.535880e-01
## CD74 -2.060979e-03
## IL18R1 -2.329858e-01
## CD300A -1.607527e-01
## GNLY -3.203427e-16
## STAT1 -5.167345e-01
## CTSD -1.899085e-01
## CD247 -8.626268e-02
## VNN2 -5.246192e-01
## PDIA4 -2.688834e-01
## ITGA4 -5.293197e-01
## CD102.ICAM2.AHS0155.pAbO -1.366217e-02
## DPP4 -4.827395e-01
## CD33.WM53.CD33.AHS0044.pAbO -1.220794e-01
## FYN -7.666464e-03
## NINJ2 -2.908023e-01
## TRAC -6.329744e-01
## STAT3 -2.226386e-01
## IGBP1 -1.813410e-01
## ADA -2.084503e-01
## IFITM3 -1.916376e-01
## ITGAM -1.118535e-01
## ADGRG3 -7.325062e-01
## XBP1 -2.824761e-02
## TIAF1 -5.309693e-01
## CCR1 -1.051125e+00
## GZMA -3.203427e-16
## ENTPD1 -4.134859e-01
## PIK3AP1 -9.198057e-02
## IFNGR1 -2.463089e-01
## ATF6B -2.906964e-01
## FYB -7.172595e-01
## CD7 -2.349206e-01
## ITGB2 -3.505274e-02
## GLG1 -7.703074e-01
## KLRF1 -2.501096e-01
## PDIA6 -4.666079e-02
## SPOCK2 -1.458138e+00
## TRDC -5.354427e-02
## TRIB2 -6.720038e-01
## FCGR3A -2.372338e-01
## LIPA -4.278031e-01
## GAPDH -3.203427e-16
## LAP3 -1.056306e-01
## KIT -1.275114e+00
## CST7 -4.272081e-03
## CD2 -3.505942e-02
## STAT4 -7.309817e-02
## CCR5 -6.985051e-01
## CCL5 -1.733512e-02
## BTG1 -1.976575e-03
## LYN -1.276902e-01
## APOBEC3G -2.870996e-03
## CD52 -3.203427e-16
## LGALS1 -4.121397e-04
## CCR6 -1.404536e+00
## LAT -4.479883e-01
## IFITM2 -6.244275e-02
## GZMK -2.008229e-01
## CXCR3 -7.682745e-02
## BCL2 -3.978107e-01
## TNFSF10 -2.703526e-03
## CD244 -2.691750e-01
## GNAI2 -1.654003e-01
## RPN2 -3.755032e-02
## GIMAP5 -1.069274e+00
## IL32 -4.343424e-03
## IKZF1 -3.748904e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -3.659059e-02
## S100A10 -1.274790e-02
## VPS28 -1.786015e-01
## ITGAL -1.784536e-01
## NCR3 -8.649100e-02
## GIMAP2 -9.967502e-01
## CASP5 -1.605971e-01
## IL4R -2.626659e-02
## LAT2 -2.145781e-01
## IL23R -2.559476e-01
## CASP3 -2.039345e-01
## LCK -4.527044e-02
## CD48 -5.998139e-03
## KLRK1 -5.159817e-02
## IL2RB -4.121397e-04
## CD3E -1.814484e-02
## NKG7 -4.121397e-04
## PIK3IP1 -2.003909e+00
## FCER1G -4.531626e-03
## RUNX3 -1.324017e-02
## CCND2 -8.663675e-03
## BIN2 -1.946772e-01
## CD335.NCR1.AHS0068.pAbO -2.389528e-03
## PTPRC -2.775302e-02
## KLRB1 -1.835728e-01
## BAX -1.165645e-01
## CTSW -3.203427e-16
## TXK -3.804283e-01
## DOCK8 -9.243616e-02
## CD37 -9.518297e-02
## TRBC2 -1.646218e-03
## LAMP1 -2.880917e-02
## ARL4C -3.363761e-01
## PRF1 -4.121397e-04
## CXCR4 -7.688837e-01
## CD63 -3.203427e-16
## HLA.A -3.203427e-16
## HLA.C -3.203427e-16
## SELPLG -2.541391e-01
## median.logFC.detected
## CSF2 3.214116e-01
## CCL4 5.921711e-03
## EGR3 1.520237e+00
## XCL1 1.012537e+00
## CCL3 4.430085e-02
## DUSP2 5.412604e-01
## IER3 7.404461e-01
## ICAM1 3.308766e-01
## TNF 8.718722e-02
## IFNG 6.658726e-01
## BCL2A1 1.186182e+00
## MYC 3.968725e-01
## CCL1 7.728392e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 4.389020e-02
## GZMB 6.654131e-04
## IRF8 3.724090e-02
## NAMPT 6.863639e-01
## CD4.SK3.CD4.AHS0032.pAbO 7.449675e-01
## BIRC3 2.816428e-01
## CD18.ITGB2.AHS0091.pAbO 1.601713e-16
## TBX21 2.379004e-01
## CD2.CD2.AHS0029.pAbO 1.601713e-16
## EGR1 8.716931e-01
## SEMA7A 1.242031e+00
## LTA 8.224186e-01
## CD69.CD69.AHS0010.pAbO 0.000000e+00
## FOSB 1.443853e+00
## FN1 1.111255e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO 1.756141e-01
## IRF4 6.803798e-01
## CD70 4.086703e-01
## FASLG 7.762870e-01
## ZBED2 1.839045e+00
## CD26.DPP4.AHS0109.pAbO 0.000000e+00
## CD38.HIT2.CD38.AHS0022.pAbO 1.997161e-03
## IL2RA 2.453391e-01
## LIF 4.394482e-01
## CD226.CD226.AHS0079.pAbO 2.597770e-02
## CD69 1.792921e-01
## TNFRSF8 1.346435e+00
## Tim3.HAVCR2.AHS0016.pAbO 1.601713e-16
## TNFSF14 2.940929e-01
## IL13 1.373224e+00
## LAIR2 7.840235e-01
## JUNB 9.096841e-01
## FOSL1 1.907804e+00
## ITK 1.950121e-01
## BACH2 8.441696e-01
## TNFRSF1B 2.390647e-01
## STAT5A 3.073095e-01
## CD80 7.378908e-01
## CD39.ENTPD1.AHS0006.pAbO 2.039764e-04
## CD7.CD7.AHS0043.pAbO 0.000000e+00
## CD152.CTLA4.AHS0017.pAbO -4.113783e-04
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 5.268719e-03
## JUN 5.518896e-01
## IL12RB2 4.176778e-01
## YBX3 5.277768e-01
## IL1RN 1.538242e+00
## HLA.DRA 6.407358e-01
## HLA.DRB3 7.392017e-01
## IL3RA 5.933509e-01
## DUSP4 2.794983e-01
## IL3 1.679129e+00
## KLRC3 3.689870e-01
## FTH1 5.978250e-01
## IgM.IGHM.AHS0198.pAbO 6.563390e-02
## PYCR1 6.432538e-01
## CD25.2A3.IL2RA.AHS0026.pAbO 6.049082e-02
## CLEC2D 5.164204e-01
## TK1 1.065144e+00
## CD72 1.377833e+00
## UBE2C 1.250545e+00
## CD274 1.332150e+00
## TIGIT 1.509180e-01
## TNFRSF9 2.686225e+00
## CD14.MPHIP9.CD14.AHS0037.pAbO 1.197753e-01
## CD9 3.161862e-01
## HLA.DPB1 5.570915e-01
## IL15RA 2.928031e-01
## TYMS 3.823549e-01
## GATA3 7.940715e-01
## CTLA4 1.429172e+00
## CD314.KLRK1.AHS0065.pAbO -3.690482e-04
## CD3D 5.080596e-01
## LAMP3 1.682813e+00
## KIAA0101 7.431827e-01
## AIM2 8.699988e-01
## CCNB1 1.025406e+00
## IL1B 2.599946e+00
## IER5 5.952945e-01
## POU2AF1 2.666432e+00
## CD27.L128.CD27.AHS0249.pAbO 1.007636e-01
## CD40LG 7.428837e-01
## AURKB 1.027535e+00
## CXCL16 3.516987e-01
## FOXP1 2.945785e-01
## TCF7 9.795323e-01
## IL4 2.246104e+00
## CD40.CD40.AHS0117.pAbO 9.906084e-02
## B3GAT1 7.096898e-01
## CXCL8 1.241828e+00
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 1.756075e-02
## TNFRSF4 3.975319e-01
## MCM4 5.476500e-01
## IL1RL1 3.172338e-01
## IL6 3.850064e-01
## CD5.UCHT2.CD5.AHS0047.pAbO 1.031187e-01
## SLAMF1 4.349011e-01
## CD86 2.786186e-01
## CD200 2.620988e+00
## LILRB4 1.278018e+00
## LAG3 -4.676589e-02
## IL6R 2.846687e+00
## TGFBI 3.400269e-01
## QPCT 1.975704e-01
## IL2 1.411037e+00
## HAVCR2 2.034204e-02
## CD79A 4.027318e-01
## MGST1 1.463295e+00
## SLC25A37 4.544767e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 1.185996e-01
## CD215.IL15RA.AHS0212.pAbO 1.041324e-03
## ADGRE1 8.637573e-01
## CD3G 6.862579e-01
## SLC7A7 7.259972e-01
## CLEC4D 1.370244e+00
## IL12A 8.498277e-01
## CCL22 1.208071e+00
## IL1R2 1.893529e+00
## S100A9 5.884645e-01
## IL5 8.223111e-01
## BCL6 -5.782065e-02
## VMO1 5.859726e-02
## CD127.IL7R.AHS0028.pAbO 1.022137e-02
## CCL2 4.866041e-01
## EPX 9.298992e-01
## IL22 9.298992e-01
## LRRC32 9.298992e-01
## CXCL3 4.815942e-01
## SPP1 4.815942e-01
## CLEC4E 4.815942e-01
## PI3 3.136336e-01
## CD24 1.754099e-02
## KCNE3 9.298992e-01
## CD28 4.866041e-01
## GZMM 1.301778e-01
## ALAS2 0.000000e+00
## APOE 0.000000e+00
## AQP9 0.000000e+00
## AZU1 0.000000e+00
## BLK 0.000000e+00
## BLNK 0.000000e+00
## BPI 0.000000e+00
## C1QA 0.000000e+00
## C1QB 0.000000e+00
## CCL13 0.000000e+00
## CCL17 0.000000e+00
## CCL19 0.000000e+00
## CCR9 0.000000e+00
## CD1B 0.000000e+00
## CD209 0.000000e+00
## CD22 0.000000e+00
## CD34 0.000000e+00
## CEACAM8 0.000000e+00
## CHI3L1 0.000000e+00
## CLC 0.000000e+00
## CLEC10A 0.000000e+00
## CPA3 0.000000e+00
## CXCL11 0.000000e+00
## CXCL13 0.000000e+00
## CXCL9 0.000000e+00
## DEFA3 0.000000e+00
## DEFA4 0.000000e+00
## EBF1 0.000000e+00
## ELANE 0.000000e+00
## F13A1 0.000000e+00
## FCER1A 0.000000e+00
## FCER2 0.000000e+00
## FCN1 0.000000e+00
## GHR 0.000000e+00
## IGHD_membrane 0.000000e+00
## IGHE_secreted 0.000000e+00
## IGHG1_membrane 0.000000e+00
## IGHG2_secreted 0.000000e+00
## IGHG4_secreted 0.000000e+00
## IGLC3 0.000000e+00
## IL17A 0.000000e+00
## IL17F 0.000000e+00
## IL21 0.000000e+00
## IL25 0.000000e+00
## IL31 0.000000e+00
## IL33 0.000000e+00
## IL9 0.000000e+00
## MME 0.000000e+00
## MMP12 0.000000e+00
## S100A12 0.000000e+00
## TCL1A 0.000000e+00
## TLR8 0.000000e+00
## TNFRSF17 0.000000e+00
## VPREB3 0.000000e+00
## AOC3 0.000000e+00
## CMKLR1 6.677281e-01
## ARG1 0.000000e+00
## CD36 0.000000e+00
## CNTNAP3 0.000000e+00
## FLT3 0.000000e+00
## IGHG1_secreted 0.000000e+00
## IGHG3_secreted 0.000000e+00
## RNASE2 0.000000e+00
## CXCL2 0.000000e+00
## MS4A1 0.000000e+00
## TREM1 3.066754e-02
## CCR4 0.000000e+00
## IFNA1 0.000000e+00
## CD5 -5.497086e-02
## CD163 0.000000e+00
## CD4 -4.283995e-01
## BTLA 0.000000e+00
## CTSG 1.139750e+00
## CD40 -1.654163e-02
## MMP9 0.000000e+00
## F5 4.815942e-01
## CR2 0.000000e+00
## CD1C 0.000000e+00
## CXCL10 1.462474e-01
## CXCR2 -5.467521e-01
## IGHM_membrane -4.547847e-01
## MITF 0.000000e+00
## JCHAIN 0.000000e+00
## CD1A 1.220640e+00
## IGHM_secreted -1.000000e+00
## THBD 0.000000e+00
## TLR2 3.066754e-02
## TPSAB1 1.218891e+00
## VSIG4 -1.495526e-01
## FAM129C -1.000000e+00
## CXCL1 0.000000e+00
## ZAP70 -5.888473e-03
## CD8.SK1.CD8A.AHS0228.pAbO 1.543541e-02
## PDCD1 -5.992836e-01
## TNFRSF13C -1.579694e-01
## TNFRSF18 3.447059e-01
## TOP2A 6.739187e-01
## PAX5 -5.233698e-02
## CCR10 -1.149553e+00
## LY86 -4.781383e-01
## CD8B -7.009396e-01
## CD27 3.586843e-01
## NT5E 1.127160e+00
## CXCR1 -1.806911e+00
## FOXP3 -9.541510e-02
## CD22.CD22.AHS0195.pAbO 1.482206e-02
## PECAM1 1.241814e-01
## CSF3 -3.864750e-01
## CMTM2 5.500433e-03
## CCR7 -3.853526e-01
## TGFB3 -9.253195e-01
## TLR7 1.085346e+00
## MKI67 1.539229e+00
## CHI3L2 -1.891163e-01
## CXCR5 3.983153e-01
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 0.000000e+00
## TLR9 -7.100086e-01
## CD14 -2.678454e-01
## CD103.ITGAE.AHS0001.pAbO -2.042548e-02
## CD95.FAS.AHS0023.pAbO 0.000000e+00
## IGKC 5.817276e-01
## CCR3 -1.391049e+00
## CCL20 -8.327343e-01
## CD3.SK7.CD3E.AHS0033.pAbO 4.812860e-02
## LTB -5.774030e-02
## TCF4 1.743039e-01
## STAT6 9.422471e-02
## CX3CR1 -4.090403e-01
## CD6 1.923426e-02
## RNASE6 -3.734657e-01
## RGS1 1.287842e-01
## NRP1 -3.482399e-01
## PMCH -1.903863e-01
## HLA.DQA1 1.212595e-02
## SELL -6.334661e-01
## IL15 -6.258843e-02
## HLA.DPA1 3.367673e-01
## FUT4 -6.224594e-02
## HMMR 1.303047e+00
## KLRC4 -3.521083e-01
## CD28.CD28.2.CD28.AHS0024.pAbO 3.077443e-02
## PTGDR2 1.148245e+00
## S1PR1 -2.328200e-01
## IGHA1_secreted -1.805037e+00
## SNCA -7.642362e-01
## MZB1 1.690939e-01
## TNFRSF25 -9.932707e-01
## ICOS 2.526132e-01
## MCM2 3.526705e-01
## TNFSF13B -4.894327e-01
## THBS1 -5.004839e-01
## CD1D.CD1D.AHS0219.pAbO 1.242874e-02
## RORC 1.037060e+00
## BCL11B -2.877085e-01
## CD160 -7.783607e-01
## TNFSF13 -2.255621e-01
## CD34.581.CD34.AHS0061.pAbO -6.335590e-03
## IL9R -4.552085e-01
## PTTG2 4.459232e-01
## PASK 2.592600e-01
## KDELR1 -2.549224e-01
## IKZF2 -4.242286e-01
## KLRG1 -1.564829e+00
## CD79B -9.217384e-01
## VEGFA 3.627717e-02
## IL7R -1.475453e+00
## TSPAN32 -1.986188e-01
## EOMES -4.424774e-01
## ZNF683 -1.489689e-01
## CCR8 -6.495134e-01
## CD94.KLRD1.AHS0085.pAbO 2.157417e-04
## NCAM1 -8.415126e-02
## CCR7.CCR7.AHS0273.pAbO 2.849574e-02
## FAS 3.161184e-01
## ITGAX 1.536849e-01
## CD38 2.885427e-01
## RORA -7.251076e-01
## TNFSF8 -5.779543e-01
## CX3CR1.CX3CR1.AHS0125.pAbO 8.904632e-03
## TMEM97 2.607828e-01
## FBXO22 -1.332580e-01
## CD45RO.PTPRC.AHS0036.pAbO 4.541371e-03
## GIMAP7 -2.083804e+00
## FOXO1 -4.295223e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO 1.585021e-03
## CD44 9.976977e-02
## FOXO3 -4.634758e-01
## KIR2DL1 1.682257e-02
## LEF1 4.182014e-02
## OAS1 -3.732592e-01
## HLA.DMA 2.746607e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO -3.027196e-03
## TRAT1 -4.340771e-01
## CD8A 5.575875e-02
## PSEN1 -1.252363e-01
## HLA.DMB -8.691408e-02
## GAB2 -5.081819e-02
## C10orf54 1.090801e-01
## TARP_refseq 5.954258e-02
## CD81.CD81.AHS0021.pAbO 0.000000e+00
## IL18 -6.034750e-01
## FAM65B -7.770484e-01
## HLA.DQB1 -3.854375e-01
## CBLB -1.099046e-02
## LGALS9 -1.741953e-01
## CNOT2 1.309571e-01
## PRDM1 1.088927e-01
## CD33 -2.950600e-01
## ZBTB16 -1.657414e-01
## CCR2 -1.363519e+00
## IL12RB1 -2.309865e-01
## CXCR6 -2.712949e-01
## HMGB2 1.513170e-01
## ANXA5 8.204280e-02
## IL18RAP 7.247448e-02
## CD279.EH12.1.PDCD1.AHS0014.pAbO -4.041291e-03
## TGFB1 -8.777564e-02
## DUSP1 -3.424917e-01
## LGALS3 1.012705e-01
## CXCL5 -6.769350e-02
## GZMH -3.648027e-01
## KLRC1 2.489496e-02
## PCNA -2.029656e-02
## CD161.DX12.KLRB1.AHS0002.pAbO -7.171143e-03
## ITGAE 9.576420e-02
## CD74 3.411584e-03
## IL18R1 -5.741020e-02
## CD300A 1.012222e-01
## GNLY 0.000000e+00
## STAT1 -3.112666e-01
## CTSD -3.061304e-02
## CD247 -4.684844e-02
## VNN2 -2.199256e-01
## PDIA4 -3.928993e-02
## ITGA4 -4.214176e-01
## CD102.ICAM2.AHS0155.pAbO -9.769608e-03
## DPP4 6.909094e-02
## CD33.WM53.CD33.AHS0044.pAbO -5.216395e-02
## FYN 9.535714e-03
## NINJ2 -7.876185e-02
## TRAC -3.045941e-01
## STAT3 -9.669587e-04
## IGBP1 -2.682301e-02
## ADA 9.178190e-02
## IFITM3 -5.732649e-02
## ITGAM 8.536973e-02
## ADGRG3 -4.800082e-01
## XBP1 2.325855e-02
## TIAF1 -2.587861e-01
## CCR1 -2.172014e-01
## GZMA 1.601713e-16
## ENTPD1 1.024123e-01
## PIK3AP1 -3.850916e-02
## IFNGR1 -8.428647e-02
## ATF6B -1.355963e-01
## FYB -2.652811e-01
## CD7 -3.641376e-02
## ITGB2 -1.367539e-02
## GLG1 -1.856034e-01
## KLRF1 -1.886572e-01
## PDIA6 2.454989e-02
## SPOCK2 -6.049677e-01
## TRDC -7.644612e-03
## TRIB2 -2.397417e-01
## FCGR3A -2.259939e-02
## LIPA -1.995311e-01
## GAPDH 0.000000e+00
## LAP3 5.532244e-03
## KIT -3.282749e-01
## CST7 -1.055730e-03
## CD2 7.270771e-02
## STAT4 2.233228e-02
## CCR5 -3.040857e-01
## CCL5 1.064712e-02
## BTG1 4.408052e-03
## LYN -1.899062e-02
## APOBEC3G 2.850157e-03
## CD52 1.664109e-03
## LGALS1 -4.119604e-04
## CCR6 -8.394845e-01
## LAT -3.602759e-01
## IFITM2 -4.004443e-02
## GZMK -1.204794e-01
## CXCR3 -4.409806e-02
## BCL2 -1.434651e-01
## TNFSF10 5.468724e-03
## CD244 -2.100966e-01
## GNAI2 -6.179348e-02
## RPN2 -4.186144e-03
## GIMAP5 -7.081447e-01
## IL32 1.237813e-03
## IKZF1 -2.458037e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO -2.559456e-02
## S100A10 5.753977e-03
## VPS28 -1.184791e-01
## ITGAL -7.307851e-03
## NCR3 -3.587258e-02
## GIMAP2 -8.793321e-01
## CASP5 -9.458489e-02
## IL4R 6.903829e-03
## LAT2 -1.162183e-01
## IL23R -1.676458e-01
## CASP3 -6.330547e-02
## LCK -2.101464e-02
## CD48 -7.545783e-04
## KLRK1 -1.846990e-02
## IL2RB -7.947152e-05
## CD3E 3.412273e-03
## NKG7 -4.119604e-04
## PIK3IP1 -1.150083e+00
## FCER1G 1.243243e-04
## RUNX3 -2.801135e-03
## CCND2 -2.894017e-03
## BIN2 -1.680109e-01
## CD335.NCR1.AHS0068.pAbO -1.541997e-03
## PTPRC -1.172747e-02
## KLRB1 -1.015088e-01
## BAX -6.025418e-02
## CTSW 0.000000e+00
## TXK -2.655870e-01
## DOCK8 -5.722265e-02
## CD37 -7.427678e-02
## TRBC2 1.869724e-03
## LAMP1 -1.546191e-02
## ARL4C -3.062716e-01
## PRF1 -4.119604e-04
## CXCR4 -6.307772e-01
## CD63 1.601713e-16
## HLA.A 0.000000e+00
## HLA.C 0.000000e+00
## SELPLG -2.253545e-01
## max.logFC.detected
## CSF2 6.383210e-01
## CCL4 4.331000e-02
## EGR3 2.478899e+00
## XCL1 1.893472e+00
## CCL3 2.840374e-01
## DUSP2 1.121192e+00
## IER3 1.763390e+00
## ICAM1 4.591855e-01
## TNF 3.582058e-01
## IFNG 8.148982e-01
## BCL2A1 1.942977e+00
## MYC 1.294742e+00
## CCL1 8.701770e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 1.386104e-01
## GZMB 1.546312e-02
## IRF8 3.268212e-01
## NAMPT 1.470602e+00
## CD4.SK3.CD4.AHS0032.pAbO 1.215229e+00
## BIRC3 7.814298e-01
## CD18.ITGB2.AHS0091.pAbO 3.079393e-03
## TBX21 7.978768e-01
## CD2.CD2.AHS0029.pAbO 3.079393e-03
## EGR1 1.655092e+00
## SEMA7A 1.912616e+00
## LTA 1.287036e+00
## CD69.CD69.AHS0010.pAbO 1.004550e-03
## FOSB 1.775027e+00
## FN1 2.406380e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO 4.612257e-01
## IRF4 2.327717e+00
## CD70 1.274037e+00
## FASLG 1.455706e+00
## ZBED2 3.377617e+00
## CD26.DPP4.AHS0109.pAbO 1.601713e-16
## CD38.HIT2.CD38.AHS0022.pAbO 1.546312e-02
## IL2RA 5.531547e-01
## LIF 2.007405e+00
## CD226.CD226.AHS0079.pAbO 7.796417e-02
## CD69 3.809019e-01
## TNFRSF8 3.572726e+00
## Tim3.HAVCR2.AHS0016.pAbO 3.079393e-03
## TNFSF14 4.395616e-01
## IL13 2.567123e+00
## LAIR2 1.351367e+00
## JUNB 1.754589e+00
## FOSL1 3.443356e+00
## ITK 5.162804e-01
## BACH2 1.339599e+00
## TNFRSF1B 2.639058e-01
## STAT5A 7.388875e-01
## CD80 1.814208e+00
## CD39.ENTPD1.AHS0006.pAbO 7.721167e-03
## CD7.CD7.AHS0043.pAbO 1.601713e-16
## CD152.CTLA4.AHS0017.pAbO 6.278198e-04
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 2.981995e-02
## JUN 9.188076e-01
## IL12RB2 2.302821e+00
## YBX3 1.598350e+00
## IL1RN 2.613062e+00
## HLA.DRA 1.284302e+00
## HLA.DRB3 1.892724e+00
## IL3RA 1.686541e+00
## DUSP4 5.123301e-01
## IL3 1.815529e+00
## KLRC3 1.092147e+00
## FTH1 1.466162e+00
## IgM.IGHM.AHS0198.pAbO 7.053820e-02
## PYCR1 2.393949e+00
## CD25.2A3.IL2RA.AHS0026.pAbO 3.520360e-01
## CLEC2D 1.410597e+00
## TK1 1.670356e+00
## CD72 1.607547e+00
## UBE2C 1.519713e+00
## CD274 1.908411e+00
## TIGIT 1.755734e+00
## TNFRSF9 6.390449e+00
## CD14.MPHIP9.CD14.AHS0037.pAbO 1.396011e-01
## CD9 9.548653e-01
## HLA.DPB1 1.373693e+00
## IL15RA 1.012032e+00
## TYMS 7.772419e-01
## GATA3 1.284690e+00
## CTLA4 3.315523e+00
## CD314.KLRK1.AHS0065.pAbO 2.256519e-03
## CD3D 9.296684e-01
## LAMP3 1.798057e+00
## KIAA0101 1.382336e+00
## AIM2 2.045073e+00
## CCNB1 1.692283e+00
## IL1B 4.485390e+00
## IER5 7.629293e-01
## POU2AF1 5.217452e+00
## CD27.L128.CD27.AHS0249.pAbO 2.140375e-01
## CD40LG 1.836934e+00
## AURKB 1.073618e+00
## CXCL16 1.253906e+00
## FOXP1 7.578520e-01
## TCF7 2.766807e+00
## IL4 3.134440e+00
## CD40.CD40.AHS0117.pAbO 1.883351e-01
## B3GAT1 1.864844e+00
## CXCL8 3.804644e+00
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 6.491873e-02
## TNFRSF4 1.479594e+00
## MCM4 1.269496e+00
## IL1RL1 3.099920e+00
## IL6 1.431419e+00
## CD5.UCHT2.CD5.AHS0047.pAbO 1.536000e-01
## SLAMF1 3.030336e+00
## CD86 1.798271e+00
## CD200 3.807355e+00
## LILRB4 2.737543e+00
## LAG3 3.146841e+00
## IL6R 3.568241e+00
## TGFBI 1.275030e+00
## QPCT 1.139719e+00
## IL2 1.475083e+00
## HAVCR2 1.588258e-01
## CD79A 6.689620e-01
## MGST1 2.127325e+00
## SLC25A37 1.184827e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 1.674781e-01
## CD215.IL15RA.AHS0212.pAbO 2.760318e-03
## ADGRE1 1.823982e+00
## CD3G 2.085346e+00
## SLC7A7 1.744366e+00
## CLEC4D 2.321928e+00
## IL12A 2.120988e+00
## CCL22 2.321928e+00
## IL1R2 2.000000e+00
## S100A9 1.756047e+00
## IL5 2.208071e+00
## BCL6 7.767168e-01
## VMO1 7.110543e-01
## CD127.IL7R.AHS0028.pAbO 2.011603e-02
## CCL2 2.000000e+00
## EPX 1.000000e+00
## IL22 1.000000e+00
## LRRC32 1.000000e+00
## CXCL3 1.000000e+00
## SPP1 1.000000e+00
## CLEC4E 1.000000e+00
## PI3 9.298992e-01
## CD24 1.608223e+00
## KCNE3 1.000000e+00
## CD28 1.313634e+00
## GZMM 1.146247e+00
## ALAS2 0.000000e+00
## APOE 0.000000e+00
## AQP9 0.000000e+00
## AZU1 0.000000e+00
## BLK 0.000000e+00
## BLNK 0.000000e+00
## BPI 0.000000e+00
## C1QA 0.000000e+00
## C1QB 0.000000e+00
## CCL13 0.000000e+00
## CCL17 0.000000e+00
## CCL19 0.000000e+00
## CCR9 0.000000e+00
## CD1B 0.000000e+00
## CD209 0.000000e+00
## CD22 0.000000e+00
## CD34 0.000000e+00
## CEACAM8 0.000000e+00
## CHI3L1 0.000000e+00
## CLC 0.000000e+00
## CLEC10A 0.000000e+00
## CPA3 0.000000e+00
## CXCL11 0.000000e+00
## CXCL13 0.000000e+00
## CXCL9 0.000000e+00
## DEFA3 0.000000e+00
## DEFA4 0.000000e+00
## EBF1 0.000000e+00
## ELANE 0.000000e+00
## F13A1 0.000000e+00
## FCER1A 0.000000e+00
## FCER2 0.000000e+00
## FCN1 0.000000e+00
## GHR 0.000000e+00
## IGHD_membrane 0.000000e+00
## IGHE_secreted 0.000000e+00
## IGHG1_membrane 0.000000e+00
## IGHG2_secreted 0.000000e+00
## IGHG4_secreted 0.000000e+00
## IGLC3 0.000000e+00
## IL17A 0.000000e+00
## IL17F 0.000000e+00
## IL21 0.000000e+00
## IL25 0.000000e+00
## IL31 0.000000e+00
## IL33 0.000000e+00
## IL9 0.000000e+00
## MME 0.000000e+00
## MMP12 0.000000e+00
## S100A12 0.000000e+00
## TCL1A 0.000000e+00
## TLR8 0.000000e+00
## TNFRSF17 0.000000e+00
## VPREB3 0.000000e+00
## AOC3 0.000000e+00
## CMKLR1 2.874994e+00
## ARG1 0.000000e+00
## CD36 0.000000e+00
## CNTNAP3 0.000000e+00
## FLT3 0.000000e+00
## IGHG1_secreted 0.000000e+00
## IGHG3_secreted 0.000000e+00
## RNASE2 0.000000e+00
## CXCL2 0.000000e+00
## MS4A1 0.000000e+00
## TREM1 2.466161e+00
## CCR4 0.000000e+00
## IFNA1 0.000000e+00
## CD5 9.530790e-01
## CD163 0.000000e+00
## CD4 1.313634e+00
## BTLA 0.000000e+00
## CTSG 2.193186e+00
## CD40 4.866041e-01
## MMP9 0.000000e+00
## F5 1.000000e+00
## CR2 0.000000e+00
## CD1C 0.000000e+00
## CXCL10 3.136336e-01
## CXCR2 4.866041e-01
## IGHM_membrane 1.893529e+00
## MITF 0.000000e+00
## JCHAIN 0.000000e+00
## CD1A 2.322505e+00
## IGHM_secreted 0.000000e+00
## THBD 0.000000e+00
## TLR2 1.198487e+00
## TPSAB1 1.916094e+00
## VSIG4 9.298992e-01
## FAM129C 0.000000e+00
## CXCL1 0.000000e+00
## ZAP70 4.470388e-01
## CD8.SK1.CD8A.AHS0228.pAbO 3.616599e-02
## PDCD1 1.635562e+00
## TNFRSF13C 8.985961e-01
## TNFRSF18 1.263596e+00
## TOP2A 9.622464e-01
## PAX5 2.478639e+00
## CCR10 0.000000e+00
## LY86 8.774638e-01
## CD8B 1.453273e+00
## CD27 1.381046e+00
## NT5E 2.311171e+00
## CXCR1 1.130178e+00
## FOXP3 1.400746e+00
## CD22.CD22.AHS0195.pAbO 8.386262e-02
## PECAM1 1.776816e+00
## CSF3 9.298992e-01
## CMTM2 4.443263e-01
## CCR7 2.432071e-01
## TGFB3 4.532730e-01
## TLR7 1.576004e+00
## MKI67 2.335665e+00
## CHI3L2 -1.038037e-01
## CXCR5 3.798100e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 1.601713e-16
## TLR9 1.060146e+00
## CD14 1.579676e-01
## CD103.ITGAE.AHS0001.pAbO 2.899824e-01
## CD95.FAS.AHS0023.pAbO 1.601713e-16
## IGKC 2.235590e+00
## CCR3 -2.650130e-01
## CCL20 8.038539e-01
## CD3.SK7.CD3E.AHS0033.pAbO 1.477862e-01
## LTB 5.276978e-02
## TCF4 4.435778e-01
## STAT6 2.541516e-01
## CX3CR1 3.742402e-03
## CD6 1.824758e+00
## RNASE6 1.134002e+00
## RGS1 1.117082e+00
## NRP1 1.124860e+00
## PMCH 1.942226e+00
## HLA.DQA1 1.238548e+00
## SELL 1.203030e+00
## IL15 2.132925e-01
## HLA.DPA1 9.023494e-01
## FUT4 3.327494e-01
## HMMR 1.977344e+00
## KLRC4 8.130250e-01
## CD28.CD28.2.CD28.AHS0024.pAbO 1.208705e-01
## PTGDR2 2.120949e+00
## S1PR1 6.795739e-01
## IGHA1_secreted -1.008337e+00
## SNCA 5.634949e-01
## MZB1 1.076119e+00
## TNFRSF25 8.038539e-01
## ICOS 4.589040e-01
## MCM2 1.024002e+00
## TNFSF13B 3.991242e-01
## THBS1 5.680126e-01
## CD1D.CD1D.AHS0219.pAbO 3.700562e-02
## RORC 2.565763e+00
## BCL11B 2.426584e+00
## CD160 1.564483e+00
## TNFSF13 -1.882706e-01
## CD34.581.CD34.AHS0061.pAbO 7.237147e-02
## IL9R 9.637822e-02
## PTTG2 1.477518e+00
## PASK 4.393009e-01
## KDELR1 3.565037e-01
## IKZF2 -1.043269e-02
## KLRG1 1.301778e-01
## CD79B 1.448649e+00
## VEGFA 1.069667e+00
## IL7R 1.221522e+00
## TSPAN32 2.184707e-01
## EOMES 2.042367e+00
## ZNF683 1.796590e+00
## CCR8 2.790902e+00
## CD94.KLRD1.AHS0085.pAbO 1.775286e-02
## NCAM1 4.555165e-01
## CCR7.CCR7.AHS0273.pAbO 4.838368e-02
## FAS 5.464887e-01
## ITGAX 3.784999e-01
## CD38 1.772056e+00
## RORA 9.067233e-01
## TNFSF8 4.221528e-01
## CX3CR1.CX3CR1.AHS0125.pAbO 6.081121e-02
## TMEM97 1.545817e+00
## FBXO22 6.467588e-01
## CD45RO.PTPRC.AHS0036.pAbO 2.795391e-02
## GIMAP7 -9.823980e-01
## FOXO1 2.208319e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO 9.159446e-03
## CD44 1.525065e-01
## FOXO3 -3.025761e-01
## KIR2DL1 1.224836e+00
## LEF1 8.638601e-01
## OAS1 3.856649e-01
## HLA.DMA 6.659877e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO 6.734174e-02
## TRAT1 1.513983e+00
## CD8A 1.000915e+00
## PSEN1 -7.393320e-02
## HLA.DMB 1.587302e+00
## GAB2 2.595317e-01
## C10orf54 2.459919e-01
## TARP_refseq 3.309352e-01
## CD81.CD81.AHS0021.pAbO 1.601713e-16
## IL18 2.751895e-01
## FAM65B -3.510719e-01
## HLA.DQB1 1.759254e+00
## CBLB 2.172329e-01
## LGALS9 7.103651e-02
## CNOT2 3.367968e-01
## PRDM1 2.141494e-01
## CD33 1.389649e+00
## ZBTB16 1.553896e-01
## CCR2 -4.066884e-01
## IL12RB1 5.239495e-01
## CXCR6 4.091198e-03
## HMGB2 2.300800e-01
## ANXA5 2.135848e-01
## IL18RAP 2.009153e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO 1.162366e-02
## TGFB1 5.057654e-02
## DUSP1 -2.284902e-01
## LGALS3 1.761659e-01
## CXCL5 3.238621e-01
## GZMH 1.579678e+00
## KLRC1 1.410889e-01
## PCNA 3.377559e-01
## CD161.DX12.KLRB1.AHS0002.pAbO 4.967545e-02
## ITGAE 2.705979e-01
## CD74 5.760486e-02
## IL18R1 4.636783e-01
## CD300A 2.454349e-01
## GNLY 1.601713e-16
## STAT1 4.872549e-01
## CTSD 1.352598e-01
## CD247 1.009735e+00
## VNN2 2.390935e-02
## PDIA4 4.261786e-01
## ITGA4 6.885723e-02
## CD102.ICAM2.AHS0155.pAbO 1.994215e-02
## DPP4 2.266491e-01
## CD33.WM53.CD33.AHS0044.pAbO 1.487987e-01
## FYN 8.274223e-02
## NINJ2 5.107523e-01
## TRAC 8.616163e-01
## STAT3 2.282961e-01
## IGBP1 1.257809e-01
## ADA 2.986610e-01
## IFITM3 5.666716e-01
## ITGAM 2.657416e-01
## ADGRG3 -1.971798e-01
## XBP1 1.237585e-01
## TIAF1 -1.781465e-02
## CCR1 1.157562e-01
## GZMA 3.079393e-03
## ENTPD1 1.981289e-01
## PIK3AP1 1.882084e-01
## IFNGR1 -3.932695e-02
## ATF6B 2.000807e-01
## FYB 1.126820e-02
## CD7 2.105056e-01
## ITGB2 5.931902e-01
## GLG1 -1.393004e-02
## KLRF1 1.640494e+00
## PDIA6 2.256406e-01
## SPOCK2 -2.178511e-01
## TRDC 1.844603e-01
## TRIB2 2.995507e-01
## FCGR3A 9.484642e-01
## LIPA 1.977516e-01
## GAPDH 1.601713e-16
## LAP3 2.503398e-01
## KIT 7.395348e-01
## CST7 1.838493e-01
## CD2 1.675626e-01
## STAT4 1.151927e-01
## CCR5 3.893875e-02
## CCL5 1.036875e-01
## BTG1 9.475092e-03
## LYN 2.834979e-01
## APOBEC3G 5.151619e-02
## CD52 5.016489e-03
## LGALS1 4.319693e-05
## CCR6 -2.312571e-01
## LAT -1.204001e-01
## IFITM2 2.412366e-01
## GZMK 1.294996e+00
## CXCR3 3.962419e-01
## BCL2 4.333889e-02
## TNFSF10 3.995229e-02
## CD244 1.475273e-01
## GNAI2 2.590893e-01
## RPN2 1.165482e-01
## GIMAP5 1.989285e-01
## IL32 1.533672e-02
## IKZF1 1.741238e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 1.683129e-02
## S100A10 2.957495e-02
## VPS28 1.074931e-03
## ITGAL 7.363749e-02
## NCR3 2.852219e-01
## GIMAP2 -4.617307e-01
## CASP5 -8.836490e-02
## IL4R 4.218128e-02
## LAT2 1.974773e-01
## IL23R 7.316612e-03
## CASP3 1.296308e-03
## LCK 7.390340e-02
## CD48 6.468107e-03
## KLRK1 7.618938e-02
## IL2RB 6.278198e-04
## CD3E 4.765151e-02
## NKG7 1.505174e-02
## PIK3IP1 -9.608647e-01
## FCER1G 3.801253e-03
## RUNX3 3.272415e-03
## CCND2 8.263952e-03
## BIN2 -8.469960e-02
## CD335.NCR1.AHS0068.pAbO 2.871057e-03
## PTPRC -1.375252e-03
## KLRB1 1.151804e-02
## BAX -1.252595e-02
## CTSW 9.107924e-04
## TXK -1.434173e-01
## DOCK8 -3.700390e-02
## CD37 -2.614072e-02
## TRBC2 3.367272e-03
## LAMP1 4.287001e-03
## ARL4C -1.974743e-01
## PRF1 -7.947152e-05
## CXCR4 -1.185365e-01
## CD63 1.366404e-03
## HLA.A 1.601713e-16
## HLA.C 1.601713e-16
## SELPLG -2.004896e-01
## rank.logFC.detected
## CSF2 75
## CCL4 140
## EGR3 16
## XCL1 35
## CCL3 118
## DUSP2 50
## IER3 42
## ICAM1 77
## TNF 108
## IFNG 63
## BCL2A1 9
## MYC 73
## CCL1 57
## CD11b.ICRF44.ITGAM.AHS0184.pAbO 135
## GZMB 154
## IRF8 115
## NAMPT 38
## CD4.SK3.CD4.AHS0032.pAbO 55
## BIRC3 78
## CD18.ITGB2.AHS0091.pAbO 161
## TBX21 69
## CD2.CD2.AHS0029.pAbO 161
## EGR1 35
## SEMA7A 11
## LTA 41
## CD69.CD69.AHS0010.pAbO 161
## FOSB 9
## FN1 21
## CD19.SJ25C1.CD19.AHS0030.pAbO 102
## IRF4 19
## CD70 50
## FASLG 29
## ZBED2 7
## CD26.DPP4.AHS0109.pAbO 161
## CD38.HIT2.CD38.AHS0022.pAbO 149
## IL2RA 83
## LIF 29
## CD226.CD226.AHS0079.pAbO 123
## CD69 90
## TNFRSF8 4
## Tim3.HAVCR2.AHS0016.pAbO 161
## TNFSF14 94
## IL13 8
## LAIR2 37
## JUNB 32
## FOSL1 7
## ITK 88
## BACH2 48
## TNFRSF1B 110
## STAT5A 98
## CD80 39
## CD39.ENTPD1.AHS0006.pAbO 158
## CD7.CD7.AHS0043.pAbO 161
## CD152.CTLA4.AHS0017.pAbO 157
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO 148
## JUN 80
## IL12RB2 6
## YBX3 23
## IL1RN 11
## HLA.DRA 42
## HLA.DRB3 12
## IL3RA 30
## DUSP4 91
## IL3 10
## KLRC3 53
## FTH1 61
## IgM.IGHM.AHS0198.pAbO 131
## PYCR1 20
## CD25.2A3.IL2RA.AHS0026.pAbO 113
## CLEC2D 40
## TK1 38
## CD72 21
## UBE2C 28
## CD274 23
## TIGIT 19
## TNFRSF9 1
## CD14.MPHIP9.CD14.AHS0037.pAbO 117
## CD9 64
## HLA.DPB1 36
## IL15RA 88
## TYMS 109
## GATA3 65
## CTLA4 5
## CD314.KLRK1.AHS0065.pAbO 229
## CD3D 53
## LAMP3 19
## KIAA0101 67
## AIM2 28
## CCNB1 27
## IL1B 1
## IER5 79
## POU2AF1 1
## CD27.L128.CD27.AHS0249.pAbO 144
## CD40LG 38
## AURKB 50
## CXCL16 54
## FOXP1 68
## TCF7 3
## IL4 7
## CD40.CD40.AHS0117.pAbO 125
## B3GAT1 13
## CXCL8 4
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 134
## TNFRSF4 55
## MCM4 77
## IL1RL1 3
## IL6 37
## CD5.UCHT2.CD5.AHS0047.pAbO 157
## SLAMF1 11
## CD86 25
## CD200 3
## LILRB4 12
## LAG3 2
## IL6R 1
## TGFBI 76
## QPCT 48
## IL2 13
## HAVCR2 124
## CD79A 70
## MGST1 14
## SLC25A37 41
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO 143
## CD215.IL15RA.AHS0212.pAbO 146
## ADGRE1 16
## CD3G 18
## SLC7A7 33
## CLEC4D 4
## IL12A 15
## CCL22 4
## IL1R2 7
## S100A9 18
## IL5 26
## BCL6 116
## VMO1 72
## CD127.IL7R.AHS0028.pAbO 215
## CCL2 21
## EPX 27
## IL22 27
## LRRC32 27
## CXCL3 27
## SPP1 27
## CLEC4E 71
## PI3 91
## CD24 55
## KCNE3 27
## CD28 46
## GZMM 23
## ALAS2 161
## APOE 161
## AQP9 161
## AZU1 161
## BLK 161
## BLNK 161
## BPI 161
## C1QA 161
## C1QB 161
## CCL13 161
## CCL17 161
## CCL19 161
## CCR9 161
## CD1B 161
## CD209 161
## CD22 161
## CD34 161
## CEACAM8 161
## CHI3L1 161
## CLC 161
## CLEC10A 161
## CPA3 161
## CXCL11 161
## CXCL13 161
## CXCL9 161
## DEFA3 161
## DEFA4 161
## EBF1 161
## ELANE 161
## F13A1 161
## FCER1A 161
## FCER2 161
## FCN1 161
## GHR 161
## IGHD_membrane 161
## IGHE_secreted 161
## IGHG1_membrane 161
## IGHG2_secreted 161
## IGHG4_secreted 161
## IGLC3 161
## IL17A 161
## IL17F 161
## IL21 161
## IL25 161
## IL31 161
## IL33 161
## IL9 161
## MME 161
## MMP12 161
## S100A12 161
## TCL1A 161
## TLR8 161
## TNFRSF17 161
## VPREB3 161
## AOC3 161
## CMKLR1 12
## ARG1 232
## CD36 232
## CNTNAP3 232
## FLT3 232
## IGHG1_secreted 232
## IGHG3_secreted 232
## RNASE2 232
## CXCL2 161
## MS4A1 161
## TREM1 20
## CCR4 232
## IFNA1 232
## CD5 56
## CD163 232
## CD4 46
## BTLA 232
## CTSG 27
## CD40 93
## MMP9 232
## F5 27
## CR2 161
## CD1C 232
## CXCL10 96
## CXCR2 93
## IGHM_membrane 33
## MITF 161
## JCHAIN 161
## CD1A 10
## IGHM_secreted 232
## THBD 161
## TLR2 22
## TPSAB1 14
## VSIG4 91
## FAM129C 161
## CXCL1 161
## ZAP70 105
## CD8.SK1.CD8A.AHS0228.pAbO 202
## PDCD1 29
## TNFRSF13C 80
## TNFRSF18 36
## TOP2A 59
## PAX5 15
## CCR10 161
## LY86 65
## CD8B 30
## CD27 35
## NT5E 9
## CXCR1 44
## FOXP3 34
## CD22.CD22.AHS0195.pAbO 130
## PECAM1 40
## CSF3 91
## CMTM2 127
## CCR7 143
## TGFB3 105
## TLR7 24
## MKI67 10
## CHI3L2 308
## CXCR5 2
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO 161
## TLR9 49
## CD14 155
## CD103.ITGAE.AHS0001.pAbO 129
## CD95.FAS.AHS0023.pAbO 161
## IGKC 11
## CCR3 400
## CCL20 90
## CD3.SK7.CD3E.AHS0033.pAbO 121
## LTB 114
## TCF4 117
## STAT6 82
## CX3CR1 222
## CD6 15
## RNASE6 49
## RGS1 59
## NRP1 53
## PMCH 23
## HLA.DQA1 43
## SELL 39
## IL15 141
## HLA.DPA1 64
## FUT4 158
## HMMR 22
## KLRC4 68
## CD28.CD28.2.CD28.AHS0024.pAbO 168
## PTGDR2 16
## S1PR1 73
## IGHA1_secreted 446
## SNCA 85
## MZB1 78
## TNFRSF25 90
## ICOS 103
## MCM2 88
## TNFSF13B 115
## THBS1 84
## CD1D.CD1D.AHS0219.pAbO 201
## RORC 6
## BCL11B 5
## CD160 26
## TNFSF13 382
## CD34.581.CD34.AHS0061.pAbO 197
## IL9R 174
## PTTG2 59
## PASK 113
## KDELR1 132
## IKZF2 321
## KLRG1 171
## CD79B 33
## VEGFA 55
## IL7R 53
## TSPAN32 86
## EOMES 8
## ZNF683 17
## CCR8 13
## CD94.KLRD1.AHS0085.pAbO 159
## NCAM1 102
## CCR7.CCR7.AHS0273.pAbO 138
## FAS 113
## ITGAX 104
## CD38 17
## RORA 63
## TNFSF8 109
## CX3CR1.CX3CR1.AHS0125.pAbO 195
## TMEM97 48
## FBXO22 122
## CD45RO.PTPRC.AHS0036.pAbO 196
## GIMAP7 458
## FOXO1 137
## IgG.IGHG1_2_3_4.AHS0059.pAbO 151
## CD44 107
## FOXO3 405
## KIR2DL1 44
## LEF1 66
## OAS1 120
## HLA.DMA 75
## CD45RA.HI100.PTPRC.AHS0009.pAbO 192
## TRAT1 35
## CD8A 59
## PSEN1 351
## HLA.DMB 24
## GAB2 133
## C10orf54 105
## TARP_refseq 159
## CD81.CD81.AHS0021.pAbO 161
## IL18 131
## FAM65B 411
## HLA.DQB1 18
## CBLB 132
## LGALS9 188
## CNOT2 122
## PRDM1 106
## CD33 62
## ZBTB16 158
## CCR2 432
## IL12RB1 128
## CXCR6 221
## HMGB2 144
## ANXA5 161
## IL18RAP 143
## CD279.EH12.1.PDCD1.AHS0014.pAbO 199
## TGFB1 127
## DUSP1 372
## LGALS3 164
## CXCL5 150
## GZMH 25
## KLRC1 144
## PCNA 134
## CD161.DX12.KLRB1.AHS0002.pAbO 142
## ITGAE 126
## CD74 155
## IL18R1 136
## CD300A 112
## GNLY 161
## STAT1 90
## CTSD 198
## CD247 57
## VNN2 213
## PDIA4 140
## ITGA4 193
## CD102.ICAM2.AHS0155.pAbO 195
## DPP4 173
## CD33.WM53.CD33.AHS0044.pAbO 179
## FYN 187
## NINJ2 92
## TRAC 83
## STAT3 115
## IGBP1 201
## ADA 120
## IFITM3 112
## ITGAM 127
## ADGRG3 389
## XBP1 202
## TIAF1 358
## CCR1 175
## GZMA 161
## ENTPD1 163
## PIK3AP1 146
## IFNGR1 339
## ATF6B 183
## FYB 218
## CD7 142
## ITGB2 88
## GLG1 333
## KLRF1 20
## PDIA6 179
## SPOCK2 387
## TRDC 147
## TRIB2 125
## FCGR3A 61
## LIPA 185
## GAPDH 161
## LAP3 171
## KIT 70
## CST7 148
## CD2 145
## STAT4 191
## CCR5 200
## CCL5 136
## BTG1 137
## LYN 165
## APOBEC3G 195
## CD52 150
## LGALS1 244
## CCR6 415
## LAT 370
## IFITM2 170
## GZMK 40
## CXCR3 111
## BCL2 204
## TNFSF10 207
## CD244 167
## GNAI2 160
## RPN2 202
## GIMAP5 145
## IL32 153
## IKZF1 153
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO 210
## S100A10 205
## VPS28 260
## ITGAL 191
## NCR3 122
## GIMAP2 434
## CASP5 318
## IL4R 139
## LAT2 151
## IL23R 224
## CASP3 259
## LCK 190
## CD48 239
## KLRK1 189
## IL2RB 237
## CD3E 198
## NKG7 213
## PIK3IP1 440
## FCER1G 160
## RUNX3 213
## CCND2 152
## BIN2 325
## CD335.NCR1.AHS0068.pAbO 228
## PTPRC 266
## KLRB1 133
## BAX 313
## CTSW 161
## TXK 354
## DOCK8 306
## CD37 277
## TRBC2 147
## LAMP1 227
## ARL4C 368
## PRF1 240
## CXCR4 368
## CD63 156
## HLA.A 161
## HLA.C 161
## SELPLG 340
a <- c("TYMS","CCL4","CSF2","XCL1","IFNG","TOP2A","CCL3","MYC","HMGB2","AURKB","GZMA", "FCGR3A", "TNF", "IL3")
p5 <- plotDots(sce_d1, features = a, group = "igraph_lbls", color = c("darkblue", "lightblue", "gray", "yellow", "orange", "darkorange", "red", "darkred")) +
theme(legend.position="bottom", legend.box="vertical", legend.margin=margin(), legend.text=element_text(size=7))
p5
ggsave("fig5f.tiff", p5, width = 5, height = 5)
ggsave("fig5f.pdf", p5, width = 5, height = 5)
p6 <- plotDots(sce_d2, features = a, group = "igraph_lbls", color = c("gray", "yellow", "orange", "red", "darkred", "purple", "lightblue", "blue")) +
theme(legend.position="bottom", legend.box="vertical", legend.margin=margin())
p6
p7 <- plotExpression(sce_d1, c("IFNG", "TOP2A", "AURKB"), x = "condition", ncol = 3, colour_by = "condition") +
theme_bw() +
scale_color_manual(values = c("#a0a0a3", "#90bff9", "#f2b77d", "#ff8080")) +
ylim(0, 8) +
theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust=1), strip.text.x = element_text(size = 12)) +
labs(color = "condition")
## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
p8 <- plotExpression(sce_d1_a[,colData(sce_d1_a)$group == "BeforeCoc"], features = c("IFNG", "TOP2A", "AURKB"), x = "condition", ncol = 3, colour_by = "condition") +
theme_bw() +
scale_color_manual(values = c("#a0a0a3", "#90bff9", "#f2b77d", "#ff8080")) +
ylim(0, 8) +
theme(axis.text.x=element_blank(), axis.title.x=element_blank(), axis.title.y=element_blank(), strip.text.x = element_text(size = 12)) +
labs(color = "condition")
## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
p9 <- p8 +
p7 +
plot_layout(guides = "collect", ncol = 1, heights = c(1,1)) &
theme(legend.position="bottom", legend.box="vertical", legend.margin=margin(), legend.text = element_text(size=10))
p9
## Warning: Removed 39 rows containing non-finite values (`stat_ydensity()`).
## Warning: Removed 39 rows containing missing values (`position_quasirandom()`).
ggsave("fig5g.tiff", p9, width = 6, height = 6)
## Warning: Removed 39 rows containing non-finite values (`stat_ydensity()`).
## Removed 39 rows containing missing values (`position_quasirandom()`).
ggsave("fig5g.pdf", p9, width = 6, height = 6)
## Warning: Removed 39 rows containing non-finite values (`stat_ydensity()`).
## Removed 39 rows containing missing values (`position_quasirandom()`).
date()
## [1] "Tue May 2 15:02:06 2023"
sessionInfo()
## R version 4.3.0 (2023-04-21)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 20.04.6 LTS
##
## Matrix products: default
## BLAS: /usr/lib/x86_64-linux-gnu/blas/libblas.so.3.9.0
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.9.0
##
## locale:
## [1] LC_CTYPE=C LC_NUMERIC=C
## [3] LC_TIME=de_DE.UTF-8 LC_COLLATE=C
## [5] LC_MONETARY=de_DE.UTF-8 LC_MESSAGES=C
## [7] LC_PAPER=de_DE.UTF-8 LC_NAME=C
## [9] LC_ADDRESS=C LC_TELEPHONE=C
## [11] LC_MEASUREMENT=de_DE.UTF-8 LC_IDENTIFICATION=C
##
## time zone: Europe/Berlin
## tzcode source: system (glibc)
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] patchwork_1.1.2 scater_1.28.0
## [3] scran_1.28.0 scuttle_1.10.0
## [5] SingleCellExperiment_1.22.0 SummarizedExperiment_1.30.0
## [7] Biobase_2.60.0 GenomicRanges_1.52.0
## [9] GenomeInfoDb_1.36.0 IRanges_2.34.0
## [11] S4Vectors_0.38.0 BiocGenerics_0.46.0
## [13] MatrixGenerics_1.12.0 matrixStats_0.63.0
## [15] lubridate_1.9.2 forcats_1.0.0
## [17] stringr_1.5.0 dplyr_1.1.2
## [19] purrr_1.0.1 readr_2.1.4
## [21] tidyr_1.3.0 tibble_3.2.1
## [23] ggplot2_3.4.2 tidyverse_2.0.0
##
## loaded via a namespace (and not attached):
## [1] bitops_1.0-7 gridExtra_2.3
## [3] rlang_1.1.1 magrittr_2.0.3
## [5] compiler_4.3.0 DelayedMatrixStats_1.22.0
## [7] systemfonts_1.0.4 vctrs_0.6.2
## [9] pkgconfig_2.0.3 fastmap_1.1.1
## [11] XVector_0.40.0 labeling_0.4.2
## [13] utf8_1.2.3 rmarkdown_2.21
## [15] tzdb_0.3.0 ggbeeswarm_0.7.2
## [17] ragg_1.2.5 xfun_0.39
## [19] bluster_1.10.0 zlibbioc_1.46.0
## [21] cachem_1.0.8 beachmat_2.16.0
## [23] jsonlite_1.8.4 highr_0.10
## [25] DelayedArray_0.25.0 BiocParallel_1.34.0
## [27] irlba_2.3.5.1 parallel_4.3.0
## [29] cluster_2.1.4 R6_2.5.1
## [31] bslib_0.4.2 stringi_1.7.12
## [33] limma_3.56.0 jquerylib_0.1.4
## [35] Rcpp_1.0.10 knitr_1.42
## [37] Matrix_1.5-4 igraph_1.4.2
## [39] timechange_0.2.0 tidyselect_1.2.0
## [41] rstudioapi_0.14 yaml_2.3.7
## [43] viridis_0.6.2 codetools_0.2-19
## [45] lattice_0.21-8 withr_2.5.0
## [47] evaluate_0.20 Rtsne_0.16
## [49] pillar_1.9.0 generics_0.1.3
## [51] RCurl_1.98-1.12 hms_1.1.3
## [53] sparseMatrixStats_1.12.0 munsell_0.5.0
## [55] scales_1.2.1 glue_1.6.2
## [57] metapod_1.8.0 tools_4.3.0
## [59] BiocNeighbors_1.18.0 ScaledMatrix_1.7.1
## [61] locfit_1.5-9.7 cowplot_1.1.1
## [63] grid_4.3.0 edgeR_3.42.0
## [65] colorspace_2.1-0 GenomeInfoDbData_1.2.10
## [67] beeswarm_0.4.0 BiocSingular_1.16.0
## [69] vipor_0.4.5 cli_3.6.1
## [71] rsvd_1.0.5 textshaping_0.3.6
## [73] fansi_1.0.4 viridisLite_0.4.1
## [75] gtable_0.3.3 sass_0.4.5
## [77] digest_0.6.31 ggrepel_0.9.3
## [79] dqrng_0.3.0 farver_2.1.1
## [81] htmltools_0.5.5 lifecycle_1.0.3
## [83] statmod_1.5.0
knitr::knit_exit()